{
  "briefing": {
    "baseline_available": true,
    "comparison_days": 1,
    "counts": {
      "continuing_absences": 1745,
      "delistings": 0,
      "new_listings": 148,
      "observation_gaps": 13,
      "observation_recoveries": 0,
      "other_changes": 116,
      "restorations": 4,
      "scope_changes": 0
    },
    "current_timestamp": "2026-10-05T19:47:21.529729+00:00",
    "digest": {
      "gaps": [
        {
          "feature_count": 13,
          "listing_count": 13,
          "measurement": true,
          "modality": "Model latency",
          "regions": [
            "github-global"
          ]
        }
      ],
      "modalities": [
        {
          "features": [
            {
              "cluster": {
                "key": "extensionTypes.infernosim.infernosimazureenterprise",
                "label": "infernosim.infernosimazureenterprise AKS extension"
              },
              "coverage_after": 59,
              "coverage_before": 0,
              "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
              "feature": "extensionTypes.infernosim.infernosimazureenterprise",
              "first_seen": true,
              "gained_regions": [
                "australiacentral",
                "australiacentral2",
                "australiaeast",
                "australiasoutheast",
                "austriaeast",
                "belgiumcentral",
                "brazilsouth",
                "brazilsoutheast",
                "canadacentral",
                "canadaeast",
                "centralindia",
                "centralus",
                "chilecentral",
                "denmarkeast",
                "eastasia",
                "eastus",
                "eastus2",
                "francecentral",
                "francesouth",
                "germanynorth",
                "germanywestcentral",
                "indiasouthcentral",
                "indonesiacentral",
                "israelcentral",
                "italynorth",
                "japaneast",
                "japanwest",
                "jioindiacentral",
                "jioindiawest",
                "koreacentral",
                "koreasouth",
                "malaysiawest",
                "mexicocentral",
                "newzealandnorth",
                "northcentralus",
                "northeurope",
                "norwayeast",
                "norwaywest",
                "polandcentral",
                "qatarcentral",
                "southafricanorth",
                "southafricawest",
                "southcentralus",
                "southeastasia",
                "southindia",
                "spaincentral",
                "swedencentral",
                "switzerlandnorth",
                "switzerlandwest",
                "uaecentral",
                "uaenorth",
                "uksouth",
                "ukwest",
                "westcentralus",
                "westeurope",
                "westindia",
                "westus",
                "westus2",
                "westus3"
              ],
              "label": "infernosim.infernosimazureenterprise AKS extension",
              "learn_reference": null,
              "lost_regions": [],
              "modality": "AKS extensions",
              "new_geographies": [
                "Africa",
                "Asia",
                "Europe",
                "Middle East",
                "North America",
                "Oceania",
                "South America"
              ],
              "restored_regions": [],
              "short": "A regional extension catalog identifier",
              "specificity": "unverified"
            },
            {
              "cluster": {
                "key": "extensionTypes.infernosim.infernosimazurepro",
                "label": "infernosim.infernosimazurepro AKS extension"
              },
              "coverage_after": 59,
              "coverage_before": 0,
              "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
              "feature": "extensionTypes.infernosim.infernosimazurepro",
              "first_seen": true,
              "gained_regions": [
                "australiacentral",
                "australiacentral2",
                "australiaeast",
                "australiasoutheast",
                "austriaeast",
                "belgiumcentral",
                "brazilsouth",
                "brazilsoutheast",
                "canadacentral",
                "canadaeast",
                "centralindia",
                "centralus",
                "chilecentral",
                "denmarkeast",
                "eastasia",
                "eastus",
                "eastus2",
                "francecentral",
                "francesouth",
                "germanynorth",
                "germanywestcentral",
                "indiasouthcentral",
                "indonesiacentral",
                "israelcentral",
                "italynorth",
                "japaneast",
                "japanwest",
                "jioindiacentral",
                "jioindiawest",
                "koreacentral",
                "koreasouth",
                "malaysiawest",
                "mexicocentral",
                "newzealandnorth",
                "northcentralus",
                "northeurope",
                "norwayeast",
                "norwaywest",
                "polandcentral",
                "qatarcentral",
                "southafricanorth",
                "southafricawest",
                "southcentralus",
                "southeastasia",
                "southindia",
                "spaincentral",
                "swedencentral",
                "switzerlandnorth",
                "switzerlandwest",
                "uaecentral",
                "uaenorth",
                "uksouth",
                "ukwest",
                "westcentralus",
                "westeurope",
                "westindia",
                "westus",
                "westus2",
                "westus3"
              ],
              "label": "infernosim.infernosimazurepro AKS extension",
              "learn_reference": null,
              "lost_regions": [],
              "modality": "AKS extensions",
              "new_geographies": [
                "Africa",
                "Asia",
                "Europe",
                "Middle East",
                "North America",
                "Oceania",
                "South America"
              ],
              "restored_regions": [],
              "short": "A regional extension catalog identifier",
              "specificity": "unverified"
            }
          ],
          "gained_features": 2,
          "gained_listings": 118,
          "gained_regions": [
            "australiacentral",
            "australiacentral2",
            "australiaeast",
            "australiasoutheast",
            "austriaeast",
            "belgiumcentral",
            "brazilsouth",
            "brazilsoutheast",
            "canadacentral",
            "canadaeast",
            "centralindia",
            "centralus",
            "chilecentral",
            "denmarkeast",
            "eastasia",
            "eastus",
            "eastus2",
            "francecentral",
            "francesouth",
            "germanynorth",
            "germanywestcentral",
            "indiasouthcentral",
            "indonesiacentral",
            "israelcentral",
            "italynorth",
            "japaneast",
            "japanwest",
            "jioindiacentral",
            "jioindiawest",
            "koreacentral",
            "koreasouth",
            "malaysiawest",
            "mexicocentral",
            "newzealandnorth",
            "northcentralus",
            "northeurope",
            "norwayeast",
            "norwaywest",
            "polandcentral",
            "qatarcentral",
            "southafricanorth",
            "southafricawest",
            "southcentralus",
            "southeastasia",
            "southindia",
            "spaincentral",
            "swedencentral",
            "switzerlandnorth",
            "switzerlandwest",
            "uaecentral",
            "uaenorth",
            "uksouth",
            "ukwest",
            "westcentralus",
            "westeurope",
            "westindia",
            "westus",
            "westus2",
            "westus3"
          ],
          "lost_features": 0,
          "lost_listings": 0,
          "lost_regions": [],
          "modality": "AKS extensions"
        },
        {
          "features": [
            {
              "cluster": {
                "key": "model:anthropic:claude-sonnet-5-5",
                "label": "Claude Sonnet 5 5"
              },
              "coverage_after": 9,
              "coverage_before": 0,
              "details_url": "https://platform.claude.com/docs/en/models/overview",
              "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
              "first_seen": true,
              "gained_regions": [
                "centralus",
                "eastus",
                "eastus2",
                "northcentralus",
                "southcentralus",
                "swedencentral",
                "westcentralus",
                "westus",
                "westus3"
              ],
              "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
              "learn_reference": null,
              "lost_regions": [],
              "modality": "Azure AI models",
              "new_geographies": [
                "Europe",
                "North America"
              ],
              "restored_regions": [],
              "short": "Anthropic Claude Sonnet 5 5.1 model identifier",
              "specificity": "category"
            },
            {
              "cluster": {
                "key": "model:anthropic:claude-sonnet-5-5",
                "label": "Claude Sonnet 5 5"
              },
              "coverage_after": 9,
              "coverage_before": 0,
              "details_url": "https://platform.claude.com/docs/en/models/overview",
              "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
              "first_seen": true,
              "gained_regions": [
                "centralus",
                "eastus",
                "eastus2",
                "northcentralus",
                "southcentralus",
                "swedencentral",
                "westcentralus",
                "westus",
                "westus3"
              ],
              "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
              "learn_reference": null,
              "lost_regions": [],
              "modality": "Azure AI models",
              "new_geographies": [
                "Europe",
                "North America"
              ],
              "restored_regions": [],
              "short": "Anthropic Claude Sonnet 5 5.2 model identifier",
              "specificity": "category"
            }
          ],
          "gained_features": 2,
          "gained_listings": 18,
          "gained_regions": [
            "centralus",
            "eastus",
            "eastus2",
            "northcentralus",
            "southcentralus",
            "swedencentral",
            "westcentralus",
            "westus",
            "westus3"
          ],
          "lost_features": 0,
          "lost_listings": 0,
          "lost_regions": [],
          "modality": "Azure AI models"
        },
        {
          "features": [
            {
              "_has_new_listings": true,
              "cluster": {
                "key": "vm:D:v7",
                "label": "Dv7-series \u00b7 general purpose"
              },
              "coverage_after": 12,
              "coverage_before": 10,
              "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
              "feature": "vmSkus.standard.d248ds.v7",
              "first_seen": false,
              "gained_regions": [
                "northcentralus",
                "westus"
              ],
              "label": "Standard D248ds V7 VM size",
              "learn_reference": {
                "excerpt": "Ddsv7 sizes series Ddsv7-series virtual machines run on the Intel\u00ae Xeon\u00ae 6 6973PC (Granite Rapids) processor reaching an all-core turbo clock speed of 3.6 GHz with a maximum turbo frequency is 4.2 GHz",
                "title": "Ddsv7 sizes series",
                "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/general-purpose/ddsv7-series"
              },
              "lost_regions": [],
              "modality": "VM SKUs",
              "new_geographies": [],
              "restored_regions": [],
              "short": "General purpose, 248 vCPUs, local temp disk, premium SSD capable, v7",
              "specificity": "family"
            },
            {
              "_has_new_listings": true,
              "cluster": {
                "key": "vm:D:v7",
                "label": "Dv7-series \u00b7 general purpose"
              },
              "coverage_after": 12,
              "coverage_before": 10,
              "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
              "feature": "vmSkus.standard.d248lds.v7",
              "first_seen": false,
              "gained_regions": [
                "northcentralus",
                "westus"
              ],
              "label": "Standard D248lds V7 VM size",
              "learn_reference": {
                "excerpt": "Dldsv7 sizes series Host specifications Part Quantity^Count Units^ Specs^SKU ID, Performance Units, etc.^ --- --- --- Processor 2 - 248 vCPUs Intel Xeon 6 6973PC (Granite Rapids) [x86-64] Memory 4 - 4",
                "title": "Dldsv7 sizes series",
                "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/general-purpose/dldsv7-series#host-specifications"
              },
              "lost_regions": [],
              "modality": "VM SKUs",
              "new_geographies": [],
              "restored_regions": [],
              "short": "General purpose, 248 vCPUs, low memory, local temp disk, premium SSD capable, v7",
              "specificity": "family"
            },
            {
              "_has_new_listings": true,
              "cluster": {
                "key": "vm:D:v7",
                "label": "Dv7-series \u00b7 general purpose"
              },
              "coverage_after": 12,
              "coverage_before": 10,
              "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
              "feature": "vmSkus.standard.d248ls.v7",
              "first_seen": false,
              "gained_regions": [
                "northcentralus",
                "westus"
              ],
              "label": "Standard D248ls V7 VM size",
              "learn_reference": {
                "excerpt": "Dlsv7 sizes series Host specifications Part Quantity^Count Units^ Specs^SKU ID, Performance Units, etc.^ --- --- --- Processor 2 - 248 vCPUs Intel Xeon 6 6973PC (Granite Rapids) [x86-64] Memory 4 - 49",
                "title": "Dlsv7 sizes series",
                "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/general-purpose/dlsv7-series#host-specifications"
              },
              "lost_regions": [],
              "modality": "VM SKUs",
              "new_geographies": [],
              "restored_regions": [],
              "short": "General purpose, 248 vCPUs, low memory, premium SSD capable, v7",
              "specificity": "family"
            },
            {
              "_has_new_listings": true,
              "cluster": {
                "key": "vm:D:v7",
                "label": "Dv7-series \u00b7 general purpose"
              },
              "coverage_after": 12,
              "coverage_before": 10,
              "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
              "feature": "vmSkus.standard.d248s.v7",
              "first_seen": false,
              "gained_regions": [
                "northcentralus",
                "westus"
              ],
              "label": "Standard D248s V7 VM size",
              "learn_reference": {
                "excerpt": "Dsv7 sizes series Host specifications Part Quantity^Count Units^ Specs^SKU ID, Performance Units, etc.^ --- --- --- Processor 2 - 372 vCPUs Intel Xeon 6 6973PC (Granite Rapids) [x86-64] Memory 8 - 1,4",
                "title": "Dsv7 sizes series",
                "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/general-purpose/dsv7-series#host-specifications"
              },
              "lost_regions": [],
              "modality": "VM SKUs",
              "new_geographies": [],
              "restored_regions": [],
              "short": "General purpose, 248 vCPUs, premium SSD capable, v7",
              "specificity": "family"
            },
            {
              "_has_new_listings": true,
              "cluster": {
                "key": "vm:D:v7",
                "label": "Dv7-series \u00b7 general purpose"
              },
              "coverage_after": 12,
              "coverage_before": 10,
              "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
              "feature": "vmSkus.standard.d372ds.v7",
              "first_seen": false,
              "gained_regions": [
                "northcentralus",
                "westus"
              ],
              "label": "Standard D372ds V7 VM size",
              "learn_reference": {
                "excerpt": "Ddsv7 sizes series Ddsv7-series virtual machines run on the Intel\u00ae Xeon\u00ae 6 6973PC (Granite Rapids) processor reaching an all-core turbo clock speed of 3.6 GHz with a maximum turbo frequency is 4.2 GHz",
                "title": "Ddsv7 sizes series",
                "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/general-purpose/ddsv7-series"
              },
              "lost_regions": [],
              "modality": "VM SKUs",
              "new_geographies": [],
              "restored_regions": [],
              "short": "General purpose, 372 vCPUs, local temp disk, premium SSD capable, v7",
              "specificity": "family"
            },
            {
              "_has_new_listings": true,
              "cluster": {
                "key": "vm:D:v7",
                "label": "Dv7-series \u00b7 general purpose"
              },
              "coverage_after": 12,
              "coverage_before": 10,
              "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
              "feature": "vmSkus.standard.d372s.v7",
              "first_seen": false,
              "gained_regions": [
                "northcentralus",
                "westus"
              ],
              "label": "Standard D372s V7 VM size",
              "learn_reference": {
                "excerpt": "Dsv7 sizes series Host specifications Part Quantity^Count Units^ Specs^SKU ID, Performance Units, etc.^ --- --- --- Processor 2 - 372 vCPUs Intel Xeon 6 6973PC (Granite Rapids) [x86-64] Memory 8 - 1,4",
                "title": "Dsv7 sizes series",
                "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/general-purpose/dsv7-series#host-specifications"
              },
              "lost_regions": [],
              "modality": "VM SKUs",
              "new_geographies": [],
              "restored_regions": [],
              "short": "General purpose, 372 vCPUs, premium SSD capable, v7",
              "specificity": "family"
            },
            {
              "_has_new_listings": false,
              "cluster": {
                "key": "vm:E:v7",
                "label": "Ev7-series \u00b7 memory optimized"
              },
              "coverage_after": 9,
              "coverage_before": 8,
              "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
              "feature": "vmSkus.standard.e248ds.v7",
              "first_seen": false,
              "gained_regions": [
                "westus2"
              ],
              "label": "Standard E248ds V7 VM size",
              "learn_reference": {
                "excerpt": "Edsv7 sizes series Edsv7-series virtual machines run on the Intel\u00ae Xeon\u00ae 6 6973PC (Granite Rapids) processor reaching an all-core turbo clock speed of 3.6 GHz with a maximum turbo frequency of 4.2 GHz",
                "title": "Edsv7 sizes series",
                "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/memory-optimized/edsv7-series"
              },
              "lost_regions": [],
              "modality": "VM SKUs",
              "new_geographies": [],
              "restored_regions": [
                "westus2"
              ],
              "short": "Memory optimized, 248 vCPUs, local temp disk, premium SSD capable, v7",
              "specificity": "family"
            },
            {
              "_has_new_listings": false,
              "cluster": {
                "key": "vm:E:v7",
                "label": "Ev7-series \u00b7 memory optimized"
              },
              "coverage_after": 9,
              "coverage_before": 8,
              "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
              "feature": "vmSkus.standard.e248s.v7",
              "first_seen": false,
              "gained_regions": [
                "westus2"
              ],
              "label": "Standard E248s V7 VM size",
              "learn_reference": {
                "excerpt": "Esv7 sizes series Host specifications Part Quantity^Count Units^ Specs^SKU ID, Performance Units, etc.^ --- --- --- Processor 2 - 372 vCPUs Intel@ Xeon\u00ae 6 processor 6973P-C(Granite Rapids) [x86-64] Me",
                "title": "Esv7 sizes series",
                "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/memory-optimized/esv7-series#host-specifications"
              },
              "lost_regions": [],
              "modality": "VM SKUs",
              "new_geographies": [],
              "restored_regions": [
                "westus2"
              ],
              "short": "Memory optimized, 248 vCPUs, premium SSD capable, v7",
              "specificity": "family"
            },
            {
              "_has_new_listings": false,
              "cluster": {
                "key": "vm:E:v7",
                "label": "Ev7-series \u00b7 memory optimized"
              },
              "coverage_after": 9,
              "coverage_before": 8,
              "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
              "feature": "vmSkus.standard.e372ids.v7",
              "first_seen": false,
              "gained_regions": [
                "westus2"
              ],
              "label": "Standard E372ids V7 VM size",
              "learn_reference": null,
              "lost_regions": [],
              "modality": "VM SKUs",
              "new_geographies": [],
              "restored_regions": [
                "westus2"
              ],
              "short": "Memory optimized, 372 vCPUs, isolated, local temp disk, premium SSD capable, v7",
              "specificity": "family"
            },
            {
              "_has_new_listings": false,
              "cluster": {
                "key": "vm:E:v7",
                "label": "Ev7-series \u00b7 memory optimized"
              },
              "coverage_after": 9,
              "coverage_before": 8,
              "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
              "feature": "vmSkus.standard.e372is.v7",
              "first_seen": false,
              "gained_regions": [
                "westus2"
              ],
              "label": "Standard E372is V7 VM size",
              "learn_reference": null,
              "lost_regions": [],
              "modality": "VM SKUs",
              "new_geographies": [],
              "restored_regions": [
                "westus2"
              ],
              "short": "Memory optimized, 372 vCPUs, isolated, premium SSD capable, v7",
              "specificity": "family"
            }
          ],
          "gained_features": 10,
          "gained_listings": 16,
          "gained_regions": [
            "northcentralus",
            "westus",
            "westus2"
          ],
          "lost_features": 0,
          "lost_listings": 0,
          "lost_regions": [],
          "modality": "VM SKUs"
        }
      ],
      "totals": {
        "catalog_gap_listings": 0,
        "gained_features": 14,
        "gained_listings": 152,
        "lost_features": 0,
        "lost_listings": 0,
        "measurement_gap_listings": 13
      },
      "version": 1
    },
    "feature_contexts": {
      "aiModels.anthropic.claude-sonnet-5-5.1": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:anthropic:claude-sonnet-5-5",
        "family_label": "Claude Sonnet 5 5",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "Anthropic Claude Sonnet 5 5.1 model identifier",
        "sources": [
          {
            "label": "Anthropic model catalog (category only)",
            "url": "https://platform.claude.com/docs/en/models/overview"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.anthropic.claude-sonnet-5-5.1"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "Claude Sonnet 5 5.1 - Anthropic",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.anthropic.claude-sonnet-5-5.2": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:anthropic:claude-sonnet-5-5",
        "family_label": "Claude Sonnet 5 5",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "Anthropic Claude Sonnet 5 5.2 model identifier",
        "sources": [
          {
            "label": "Anthropic model catalog (category only)",
            "url": "https://platform.claude.com/docs/en/models/overview"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.anthropic.claude-sonnet-5-5.2"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "Claude Sonnet 5 5.2 - Anthropic",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.meta.llama-3-2-11b-vision-instruct.1": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:meta:llama-3-2-11b-vision-instruct",
        "family_label": "llama 3 2 11b vision instruct",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "meta llama 3 2 11b vision instruct.1 model identifier",
        "sources": [
          {
            "label": "meta model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.meta.llama-3-2-11b-vision-instruct.1"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "llama 3 2 11b vision instruct.1 - meta",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.meta.llama-3-2-11b-vision-instruct.2": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:meta:llama-3-2-11b-vision-instruct",
        "family_label": "llama 3 2 11b vision instruct",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "meta llama 3 2 11b vision instruct.2 model identifier",
        "sources": [
          {
            "label": "meta model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.meta.llama-3-2-11b-vision-instruct.2"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "llama 3 2 11b vision instruct.2 - meta",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.meta.llama-3-2-90b-vision-instruct.1": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:meta:llama-3-2-90b-vision-instruct",
        "family_label": "llama 3 2 90b vision instruct",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "meta llama 3 2 90b vision instruct.1 model identifier",
        "sources": [
          {
            "label": "meta model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.meta.llama-3-2-90b-vision-instruct.1"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "llama 3 2 90b vision instruct.1 - meta",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.meta.llama-3-2-90b-vision-instruct.2": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:meta:llama-3-2-90b-vision-instruct",
        "family_label": "llama 3 2 90b vision instruct",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "meta llama 3 2 90b vision instruct.2 model identifier",
        "sources": [
          {
            "label": "meta model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.meta.llama-3-2-90b-vision-instruct.2"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "llama 3 2 90b vision instruct.2 - meta",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.meta.llama-3-2-90b-vision-instruct.3": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:meta:llama-3-2-90b-vision-instruct",
        "family_label": "llama 3 2 90b vision instruct",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "meta llama 3 2 90b vision instruct.3 model identifier",
        "sources": [
          {
            "label": "meta model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.meta.llama-3-2-90b-vision-instruct.3"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "llama 3 2 90b vision instruct.3 - meta",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.meta.meta-llama-3-1-405b-instruct.1": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:meta:meta-llama-3-1-405b-instruct",
        "family_label": "meta llama 3 1 405b instruct",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "meta meta llama 3 1 405b instruct.1 model identifier",
        "sources": [
          {
            "label": "meta model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.meta.meta-llama-3-1-405b-instruct.1"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "meta llama 3 1 405b instruct.1 - meta",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.meta.meta-llama-3-1-8b-instruct.1": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:meta:meta-llama-3-1-8b-instruct",
        "family_label": "meta llama 3 1 8b instruct",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "meta meta llama 3 1 8b instruct.1 model identifier",
        "sources": [
          {
            "label": "meta model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.meta.meta-llama-3-1-8b-instruct.1"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "meta llama 3 1 8b instruct.1 - meta",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.meta.meta-llama-3-1-8b-instruct.2": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:meta:meta-llama-3-1-8b-instruct",
        "family_label": "meta llama 3 1 8b instruct",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "meta meta llama 3 1 8b instruct.2 model identifier",
        "sources": [
          {
            "label": "meta model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.meta.meta-llama-3-1-8b-instruct.2"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "meta llama 3 1 8b instruct.2 - meta",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.meta.meta-llama-3-1-8b-instruct.3": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:meta:meta-llama-3-1-8b-instruct",
        "family_label": "meta llama 3 1 8b instruct",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "meta meta llama 3 1 8b instruct.3 model identifier",
        "sources": [
          {
            "label": "meta model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.meta.meta-llama-3-1-8b-instruct.3"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "meta llama 3 1 8b instruct.3 - meta",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.meta.meta-llama-3-1-8b-instruct.4": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:meta:meta-llama-3-1-8b-instruct",
        "family_label": "meta llama 3 1 8b instruct",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "meta meta llama 3 1 8b instruct.4 model identifier",
        "sources": [
          {
            "label": "meta model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.meta.meta-llama-3-1-8b-instruct.4"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "meta llama 3 1 8b instruct.4 - meta",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.meta.meta-llama-3-1-8b-instruct.5": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:meta:meta-llama-3-1-8b-instruct",
        "family_label": "meta llama 3 1 8b instruct",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "meta meta llama 3 1 8b instruct.5 model identifier",
        "sources": [
          {
            "label": "meta model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.meta.meta-llama-3-1-8b-instruct.5"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "meta llama 3 1 8b instruct.5 - meta",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.openai.gpt-5-1-chat.2025-11-13": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:openai:gpt-5-1-chat",
        "family_label": "GPT-5 1 chat",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "OpenAI GPT-5 1 chat.2025 11 13 model identifier",
        "sources": [
          {
            "label": "OpenAI model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.openai.gpt-5-1-chat.2025-11-13"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.openai.gpt-5-1-codex.2025-11-13": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:openai:gpt-5-1-codex",
        "family_label": "GPT-5 1 codex",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "OpenAI GPT-5 1 codex.2025 11 13 model identifier",
        "sources": [
          {
            "label": "OpenAI model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.openai.gpt-5-1-codex.2025-11-13"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "GPT-5 1 codex.2025 11 13 - OpenAI",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.openai.gpt-5-2-chat.2025-12-11": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:openai:gpt-5-2-chat",
        "family_label": "GPT-5 2 chat",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "OpenAI GPT-5 2 chat.2025 12 11 model identifier",
        "sources": [
          {
            "label": "OpenAI model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.openai.gpt-5-2-chat.2025-12-11"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.openai.gpt-5-2-chat.2026-02-10": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:openai:gpt-5-2-chat",
        "family_label": "GPT-5 2 chat",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "OpenAI GPT-5 2 chat.2026 02 10 model identifier",
        "sources": [
          {
            "label": "OpenAI model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.openai.gpt-5-2-chat.2026-02-10"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.openai.gpt-5-3-chat.2026-03-03": {
        "differentiators": [
          "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:openai:gpt-5-3-chat",
        "family_label": "GPT-5 3 chat",
        "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "OpenAI GPT-5 3 chat.2026 03 03 model identifier",
        "sources": [
          {
            "label": "OpenAI model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.openai.gpt-5-3-chat.2026-03-03"
          }
        ],
        "specificity": "category",
        "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "aiModels.openai.gpt-5-chat.2025-08-07": {
        "differentiators": [
          "Accepts text and image input and produces text output.",
          "Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle."
        ],
        "family_key": "model:openai:gpt-5-chat",
        "family_label": "GPT-5 chat",
        "limitations": "Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "short": "OpenAI GPT-5 chat reasoning model, version 2025-08-07",
        "sources": [
          {
            "label": "GPT-5 chat documentation",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5"
          }
        ],
        "specificity": "exact",
        "summary": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model.",
        "title": "GPT-5 chat (catalog version 2025-08-07)",
        "use_cases": "Consider for conversational prototypes where preview lifecycle constraints are acceptable; validate the exact deployment and version.",
        "verified_on": "2026-09-06"
      },
      "aiModels.openai.gpt-5-chat.2025-10-03": {
        "differentiators": [
          "Accepts text and image input and produces text output.",
          "Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle."
        ],
        "family_key": "model:openai:gpt-5-chat",
        "family_label": "GPT-5 chat",
        "limitations": "Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "short": "OpenAI GPT-5 chat reasoning model, version 2025-10-03",
        "sources": [
          {
            "label": "GPT-5 chat documentation",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5"
          }
        ],
        "specificity": "exact",
        "summary": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model.",
        "title": "GPT-5 chat (catalog version 2025-10-03)",
        "use_cases": "Consider for conversational prototypes where preview lifecycle constraints are acceptable; validate the exact deployment and version.",
        "verified_on": "2026-09-06"
      },
      "extensionTypes.infernosim.infernosimazureenterprise": {
        "differentiators": [
          "The probe observes a regional extension-type catalog, not installed cluster software.",
          "The exact extension's purpose and cluster requirements have not been verified."
        ],
        "family_key": "extensionTypes.infernosim.infernosimazureenterprise",
        "family_label": "infernosim.infernosimazureenterprise AKS extension",
        "limitations": "Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "short": "A regional extension catalog identifier",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise"
          },
          {
            "label": "AKS cluster extension platform",
            "url": "https://learn.microsoft.com/en-us/azure/aks/cluster-extensions"
          }
        ],
        "specificity": "unverified",
        "summary": "A regional extension catalog identifier without a verified exact product mapping.",
        "title": "infernosim.infernosimazureenterprise - unverified extension identity",
        "use_cases": "Check the exact extension's documentation and cluster prerequisites before use.",
        "verified_on": ""
      },
      "extensionTypes.infernosim.infernosimazurepro": {
        "differentiators": [
          "The probe observes a regional extension-type catalog, not installed cluster software.",
          "The exact extension's purpose and cluster requirements have not been verified."
        ],
        "family_key": "extensionTypes.infernosim.infernosimazurepro",
        "family_label": "infernosim.infernosimazurepro AKS extension",
        "limitations": "Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "short": "A regional extension catalog identifier",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro"
          },
          {
            "label": "AKS cluster extension platform",
            "url": "https://learn.microsoft.com/en-us/azure/aks/cluster-extensions"
          }
        ],
        "specificity": "unverified",
        "summary": "A regional extension catalog identifier without a verified exact product mapping.",
        "title": "infernosim.infernosimazurepro - unverified extension identity",
        "use_cases": "Check the exact extension's documentation and cluster prerequisites before use.",
        "verified_on": ""
      },
      "modelLatency.deepseek.deepseek-v3-0324": {
        "differentiators": [
          "This records an inference request to the configured GitHub Models endpoint.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:deepseek:deepseek-v3-0324",
        "family_label": "deepseek v3 0324",
        "limitations": "Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "Inference latency measurement for deepseek v3 0324",
        "sources": [
          {
            "label": "deepseek model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=modelLatency.deepseek.deepseek-v3-0324"
          },
          {
            "label": "GitHub Models service status",
            "url": "https://docs.github.com/en/github-models"
          }
        ],
        "specificity": "category",
        "summary": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "deepseek v3 0324 - deepseek",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "modelLatency.meta.llama-3.3-70b-instruct": {
        "differentiators": [
          "This records an inference request to the configured GitHub Models endpoint.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:meta:llama-3.3-70b-instruct",
        "family_label": "llama 3.3 70b instruct",
        "limitations": "Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "Inference latency measurement for llama 3.3 70b instruct",
        "sources": [
          {
            "label": "meta model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=modelLatency.meta.llama-3.3-70b-instruct"
          },
          {
            "label": "GitHub Models service status",
            "url": "https://docs.github.com/en/github-models"
          }
        ],
        "specificity": "category",
        "summary": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "llama 3.3 70b instruct - meta",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "modelLatency.microsoft.phi-4": {
        "differentiators": [
          "This records an inference request to the configured GitHub Models endpoint.",
          "Context limits, input/output modalities, licensing, and tool support need exact-model review."
        ],
        "family_key": "model:microsoft:phi-4",
        "family_label": "phi 4",
        "limitations": "Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "short": "Inference latency measurement for phi 4",
        "sources": [
          {
            "label": "microsoft model catalog (category only)",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners"
          },
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=modelLatency.microsoft.phi-4"
          },
          {
            "label": "GitHub Models service status",
            "url": "https://docs.github.com/en/github-models"
          }
        ],
        "specificity": "category",
        "summary": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A model identifier observed by this modality; exact capabilities are not verified.",
        "title": "phi 4 - microsoft",
        "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
        "verified_on": "2026-09-06"
      },
      "modelLatency.openai.gpt-4.1": {
        "differentiators": [
          "Supports Chat Completions and Responses APIs.",
          "Supports function calling and structured outputs; context limits vary by deployment type."
        ],
        "family_key": "model:openai:gpt-4-1",
        "family_label": "GPT-4.1",
        "limitations": "Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "short": "Inference latency measurement for GPT-4.1",
        "sources": [
          {
            "label": "GPT-4.1 documentation",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-41-series"
          },
          {
            "label": "GitHub Models service status",
            "url": "https://docs.github.com/en/github-models"
          }
        ],
        "specificity": "family",
        "summary": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A text-and-image input model with text output.",
        "title": "GPT-4.1",
        "use_cases": "Consider for document and image-assisted workflows with validated API and context requirements; validate the exact deployment and version.",
        "verified_on": "2026-09-06"
      },
      "modelLatency.openai.gpt-4.1-mini": {
        "differentiators": [
          "Supports Chat Completions and Responses APIs with function calling.",
          "Supports structured outputs; documented context limits depend on deployment type."
        ],
        "family_key": "model:openai:gpt-4-1-mini",
        "family_label": "GPT-4.1 mini",
        "limitations": "Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "short": "Inference latency measurement for GPT-4.1 mini",
        "sources": [
          {
            "label": "GPT-4.1 mini documentation",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-41-series"
          },
          {
            "label": "GitHub Models service status",
            "url": "https://docs.github.com/en/github-models"
          }
        ],
        "specificity": "family",
        "summary": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A GPT-4.1 variant with text/image input and text output.",
        "title": "GPT-4.1 mini",
        "use_cases": "Consider for text/vision workflows after comparing this variant's quality and cost on your own tasks; validate the exact deployment and version.",
        "verified_on": "2026-09-06"
      },
      "modelLatency.openai.gpt-4.1-nano": {
        "differentiators": [
          "Supports Chat Completions and Responses APIs with function calling.",
          "Supports structured outputs; documented context limits depend on deployment type."
        ],
        "family_key": "model:openai:gpt-4-1-nano",
        "family_label": "GPT-4.1 nano",
        "limitations": "Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "short": "Inference latency measurement for GPT-4.1 nano",
        "sources": [
          {
            "label": "GPT-4.1 nano documentation",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-41-series"
          },
          {
            "label": "GitHub Models service status",
            "url": "https://docs.github.com/en/github-models"
          }
        ],
        "specificity": "family",
        "summary": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A GPT-4.1 variant with text/image input and text output.",
        "title": "GPT-4.1 nano",
        "use_cases": "Consider for text/vision workflows after comparing this variant's quality and cost on your own tasks; validate the exact deployment and version.",
        "verified_on": "2026-09-06"
      },
      "modelLatency.openai.gpt-4o": {
        "differentiators": [
          "Combines text and image processing.",
          "Supports JSON mode and parallel function calling."
        ],
        "family_key": "model:openai:gpt-4o",
        "family_label": "GPT-4o",
        "limitations": "Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "short": "Inference latency measurement for GPT-4o",
        "sources": [
          {
            "label": "GPT-4o documentation",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-4o-and-gpt-4-turbo"
          },
          {
            "label": "GitHub Models service status",
            "url": "https://docs.github.com/en/github-models"
          }
        ],
        "specificity": "family",
        "summary": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. An OpenAI model that processes text and image inputs.",
        "title": "GPT-4o",
        "use_cases": "Consider for text and visual-input assistants with tested tool integrations; validate the exact deployment and version.",
        "verified_on": "2026-09-06"
      },
      "modelLatency.openai.gpt-4o-mini": {
        "differentiators": [
          "Supports text/image processing, JSON mode, and parallel function calling.",
          "Microsoft positions it as a lower-cost replacement candidate for GPT-3.5 Turbo."
        ],
        "family_key": "model:openai:gpt-4o-mini",
        "family_label": "GPT-4o mini",
        "limitations": "Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "short": "Inference latency measurement for GPT-4o mini",
        "sources": [
          {
            "label": "GPT-4o mini documentation",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-4o-and-gpt-4-turbo"
          },
          {
            "label": "GitHub Models service status",
            "url": "https://docs.github.com/en/github-models"
          }
        ],
        "specificity": "family",
        "summary": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. The smaller GPT-4o option for text and image processing.",
        "title": "GPT-4o mini",
        "use_cases": "Consider for bounded text/vision tasks when evaluation confirms sufficient quality; validate the exact deployment and version.",
        "verified_on": "2026-09-06"
      },
      "modelLatency.openai.gpt-5": {
        "differentiators": [
          "Supports reasoning, structured outputs, and function/tool calling.",
          "Supports Chat Completions and Responses APIs; this is not the non-reasoning chat variant."
        ],
        "family_key": "model:openai:gpt-5",
        "family_label": "GPT-5",
        "limitations": "Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "short": "Inference latency measurement for GPT-5",
        "sources": [
          {
            "label": "GPT-5 documentation",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5"
          },
          {
            "label": "GitHub Models service status",
            "url": "https://docs.github.com/en/github-models"
          }
        ],
        "specificity": "family",
        "summary": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A GPT-5 reasoning model with text and image processing.",
        "title": "GPT-5",
        "use_cases": "Consider for reasoning workflows after evaluating the selected variant's quality, cost, and latency; validate the exact deployment and version.",
        "verified_on": "2026-09-06"
      },
      "modelLatency.openai.gpt-5-chat": {
        "differentiators": [
          "Accepts text and image input and produces text output.",
          "Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle."
        ],
        "family_key": "model:openai:gpt-5-chat",
        "family_label": "GPT-5 chat",
        "limitations": "Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "short": "Inference latency measurement for GPT-5 chat",
        "sources": [
          {
            "label": "GPT-5 chat documentation",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5"
          },
          {
            "label": "GitHub Models service status",
            "url": "https://docs.github.com/en/github-models"
          }
        ],
        "specificity": "family",
        "summary": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A preview GPT-5 conversational variant rather than the GPT-5 reasoning model.",
        "title": "GPT-5 chat",
        "use_cases": "Consider for conversational prototypes where preview lifecycle constraints are acceptable; validate the exact deployment and version.",
        "verified_on": "2026-09-06"
      },
      "modelLatency.openai.gpt-5-mini": {
        "differentiators": [
          "Supports reasoning, structured outputs, and function/tool calling.",
          "Supports Chat Completions and Responses APIs; this is not the non-reasoning chat variant."
        ],
        "family_key": "model:openai:gpt-5-mini",
        "family_label": "GPT-5 mini",
        "limitations": "Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "short": "Inference latency measurement for GPT-5 mini",
        "sources": [
          {
            "label": "GPT-5 mini documentation",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5"
          },
          {
            "label": "GitHub Models service status",
            "url": "https://docs.github.com/en/github-models"
          }
        ],
        "specificity": "family",
        "summary": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A GPT-5 reasoning model with text and image processing.",
        "title": "GPT-5 mini",
        "use_cases": "Consider for reasoning workflows after evaluating the selected variant's quality, cost, and latency; validate the exact deployment and version.",
        "verified_on": "2026-09-06"
      },
      "modelLatency.openai.gpt-5-nano": {
        "differentiators": [
          "Supports reasoning, structured outputs, and function/tool calling.",
          "Supports Chat Completions and Responses APIs; this is not the non-reasoning chat variant."
        ],
        "family_key": "model:openai:gpt-5-nano",
        "family_label": "GPT-5 nano",
        "limitations": "Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "short": "Inference latency measurement for GPT-5 nano",
        "sources": [
          {
            "label": "GPT-5 nano documentation",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5"
          },
          {
            "label": "GitHub Models service status",
            "url": "https://docs.github.com/en/github-models"
          }
        ],
        "specificity": "family",
        "summary": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A GPT-5 reasoning model with text and image processing.",
        "title": "GPT-5 nano",
        "use_cases": "Consider for reasoning workflows after evaluating the selected variant's quality, cost, and latency; validate the exact deployment and version.",
        "verified_on": "2026-09-06"
      },
      "modelLatency.openai.o3": {
        "differentiators": [
          "Supports text and image processing with reasoning.",
          "Supports structured outputs and function/tool calling."
        ],
        "family_key": "model:openai:o3",
        "family_label": "OpenAI o3",
        "limitations": "Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "short": "Inference latency measurement for o3",
        "sources": [
          {
            "label": "OpenAI o3 documentation",
            "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#o-series-models"
          },
          {
            "label": "GitHub Models service status",
            "url": "https://docs.github.com/en/github-models"
          }
        ],
        "specificity": "family",
        "summary": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A reasoning model for multistep problem-solving tasks.",
        "title": "OpenAI o3",
        "use_cases": "Consider for reasoning-intensive workflows where quality and latency are evaluated together; validate the exact deployment and version.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.basic.a0": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.basic.a0",
        "family_label": "Basic A0 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.basic.a0"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Basic A0 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.basic.a1": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.basic.a1",
        "family_label": "Basic A1 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.basic.a1"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Basic A1 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.basic.a2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.basic.a2",
        "family_label": "Basic A2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.basic.a2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Basic A2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.basic.a3": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.basic.a3",
        "family_label": "Basic A3 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.basic.a3"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Basic A3 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.basic.a4": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.basic.a4",
        "family_label": "Basic A4 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.basic.a4"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Basic A4 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.a0": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.a0",
        "family_label": "Standard A0 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.a0"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard A0 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.a1": {
        "differentiators": [
          "The name encodes 1 vCPUs."
        ],
        "family_key": "vm:A:unknown",
        "family_label": "Aunknown-series \u00b7 entry-level general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Entry-level general purpose, 1 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Entry-level general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/a-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_A1 is a entry-level general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_A1 - Entry-level general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.a10": {
        "differentiators": [
          "The name encodes 10 vCPUs."
        ],
        "family_key": "vm:A:unknown",
        "family_label": "Aunknown-series \u00b7 entry-level general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Entry-level general purpose, 10 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Entry-level general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/a-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_A10 is a entry-level general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_A10 - Entry-level general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.a11": {
        "differentiators": [
          "The name encodes 11 vCPUs."
        ],
        "family_key": "vm:A:unknown",
        "family_label": "Aunknown-series \u00b7 entry-level general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Entry-level general purpose, 11 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Entry-level general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/a-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_A11 is a entry-level general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_A11 - Entry-level general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.a2": {
        "differentiators": [
          "The name encodes 2 vCPUs."
        ],
        "family_key": "vm:A:unknown",
        "family_label": "Aunknown-series \u00b7 entry-level general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Entry-level general purpose, 2 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Entry-level general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/a-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_A2 is a entry-level general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_A2 - Entry-level general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.a3": {
        "differentiators": [
          "The name encodes 3 vCPUs."
        ],
        "family_key": "vm:A:unknown",
        "family_label": "Aunknown-series \u00b7 entry-level general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Entry-level general purpose, 3 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Entry-level general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/a-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_A3 is a entry-level general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_A3 - Entry-level general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.a4": {
        "differentiators": [
          "The name encodes 4 vCPUs."
        ],
        "family_key": "vm:A:unknown",
        "family_label": "Aunknown-series \u00b7 entry-level general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Entry-level general purpose, 4 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Entry-level general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/a-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_A4 is a entry-level general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_A4 - Entry-level general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.a5": {
        "differentiators": [
          "The name encodes 5 vCPUs."
        ],
        "family_key": "vm:A:unknown",
        "family_label": "Aunknown-series \u00b7 entry-level general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Entry-level general purpose, 5 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Entry-level general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/a-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_A5 is a entry-level general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_A5 - Entry-level general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.a6": {
        "differentiators": [
          "The name encodes 6 vCPUs."
        ],
        "family_key": "vm:A:unknown",
        "family_label": "Aunknown-series \u00b7 entry-level general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Entry-level general purpose, 6 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Entry-level general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/a-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_A6 is a entry-level general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_A6 - Entry-level general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.a7": {
        "differentiators": [
          "The name encodes 7 vCPUs."
        ],
        "family_key": "vm:A:unknown",
        "family_label": "Aunknown-series \u00b7 entry-level general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Entry-level general purpose, 7 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Entry-level general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/a-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_A7 is a entry-level general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_A7 - Entry-level general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.a8": {
        "differentiators": [
          "The name encodes 8 vCPUs."
        ],
        "family_key": "vm:A:unknown",
        "family_label": "Aunknown-series \u00b7 entry-level general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Entry-level general purpose, 8 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Entry-level general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/a-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_A8 is a entry-level general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_A8 - Entry-level general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.a9": {
        "differentiators": [
          "The name encodes 9 vCPUs."
        ],
        "family_key": "vm:A:unknown",
        "family_label": "Aunknown-series \u00b7 entry-level general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Entry-level general purpose, 9 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Entry-level general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/a-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_A9 is a entry-level general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_A9 - Entry-level general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.b16pls.v2": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:B:v2",
        "family_label": "Bv2-series \u00b7 burstable general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Burstable general purpose, 16 vCPUs, ARM-based, low memory, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Burstable general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/b-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_B16pls_v2 is a burstable general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_B16pls_v2 - Burstable general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.b16ps.v2": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:B:v2",
        "family_label": "Bv2-series \u00b7 burstable general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Burstable general purpose, 16 vCPUs, ARM-based, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Burstable general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/b-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_B16ps_v2 is a burstable general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_B16ps_v2 - Burstable general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.b2pls.v2": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:B:v2",
        "family_label": "Bv2-series \u00b7 burstable general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Burstable general purpose, 2 vCPUs, ARM-based, low memory, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Burstable general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/b-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_B2pls_v2 is a burstable general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_B2pls_v2 - Burstable general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.b2ps.v2": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:B:v2",
        "family_label": "Bv2-series \u00b7 burstable general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Burstable general purpose, 2 vCPUs, ARM-based, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Burstable general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/b-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_B2ps_v2 is a burstable general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_B2ps_v2 - Burstable general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.b2pts.v2": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "t = tiny memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:B:v2",
        "family_label": "Bv2-series \u00b7 burstable general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Burstable general purpose, 2 vCPUs, ARM-based, tiny memory, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Burstable general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/b-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_B2pts_v2 is a burstable general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_B2pts_v2 - Burstable general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.b4pls.v2": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:B:v2",
        "family_label": "Bv2-series \u00b7 burstable general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Burstable general purpose, 4 vCPUs, ARM-based, low memory, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Burstable general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/b-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_B4pls_v2 is a burstable general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_B4pls_v2 - Burstable general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.b4ps.v2": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:B:v2",
        "family_label": "Bv2-series \u00b7 burstable general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Burstable general purpose, 4 vCPUs, ARM-based, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Burstable general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/b-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_B4ps_v2 is a burstable general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_B4ps_v2 - Burstable general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.b8pls.v2": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:B:v2",
        "family_label": "Bv2-series \u00b7 burstable general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Burstable general purpose, 8 vCPUs, ARM-based, low memory, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Burstable general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/b-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_B8pls_v2 is a burstable general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_B8pls_v2 - Burstable general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.b8ps.v2": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:B:v2",
        "family_label": "Bv2-series \u00b7 burstable general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Burstable general purpose, 8 vCPUs, ARM-based, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Burstable general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/b-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_B8ps_v2 is a burstable general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_B8ps_v2 - Burstable general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d1": {
        "differentiators": [
          "The name encodes 1 vCPUs."
        ],
        "family_key": "vm:D:unknown",
        "family_label": "Dunknown-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 1 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D1 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D1 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d11": {
        "differentiators": [
          "The name encodes 11 vCPUs."
        ],
        "family_key": "vm:D:unknown",
        "family_label": "Dunknown-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 11 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D11 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D11 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d12": {
        "differentiators": [
          "The name encodes 12 vCPUs."
        ],
        "family_key": "vm:D:unknown",
        "family_label": "Dunknown-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 12 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D12 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D12 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d128ads.v7": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 128 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D128ads_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D128ads_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d128alds.v7": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 128 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D128alds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D128alds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d128als.v7": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 128 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D128als_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D128als_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d128as.v7": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 128 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D128as_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D128as_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d128ds.v7": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 128 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D128ds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D128ds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d128lds.v7": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 128 vCPUs, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D128lds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D128lds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d128ls.v7": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 128 vCPUs, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D128ls_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D128ls_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d128s.v7": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 128 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D128s_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D128s_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d13": {
        "differentiators": [
          "The name encodes 13 vCPUs."
        ],
        "family_key": "vm:D:unknown",
        "family_label": "Dunknown-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 13 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D13 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D13 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d14": {
        "differentiators": [
          "The name encodes 14 vCPUs."
        ],
        "family_key": "vm:D:unknown",
        "family_label": "Dunknown-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 14 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D14 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D14 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d160ads.v7": {
        "differentiators": [
          "The name encodes 160 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 160 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D160ads_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D160ads_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d160alds.v7": {
        "differentiators": [
          "The name encodes 160 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 160 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D160alds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D160alds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d160als.v7": {
        "differentiators": [
          "The name encodes 160 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 160 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D160als_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D160als_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d160as.v7": {
        "differentiators": [
          "The name encodes 160 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 160 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D160as_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D160as_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d16ads.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 16 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D16ads_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D16ads_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d16alds.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 16 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D16alds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D16alds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d16als.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 16 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D16als_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D16als_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d16as.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 16 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D16as_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D16as_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d16ds.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 16 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D16ds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D16ds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d16lds.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 16 vCPUs, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D16lds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D16lds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d16ls.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 16 vCPUs, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D16ls_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D16ls_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d16pds.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 16 vCPUs, ARM-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D16pds_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D16pds_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d16pds.v6": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 16 vCPUs, ARM-based, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D16pds_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D16pds_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d16plds.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 16 vCPUs, ARM-based, low memory, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D16plds_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D16plds_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d16plds.v6": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 16 vCPUs, ARM-based, low memory, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D16plds_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D16plds_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d16pls.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 16 vCPUs, ARM-based, low memory, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D16pls_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D16pls_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d16pls.v6": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 16 vCPUs, ARM-based, low memory, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D16pls_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D16pls_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d16ps.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 16 vCPUs, ARM-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D16ps_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D16ps_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d16ps.v6": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 16 vCPUs, ARM-based, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D16ps_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D16ps_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d16s.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 16 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D16s_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D16s_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d192ds.v7": {
        "differentiators": [
          "The name encodes 192 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 192 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D192ds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D192ds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d192lds.v7": {
        "differentiators": [
          "The name encodes 192 vCPUs.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 192 vCPUs, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D192lds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D192lds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d192ls.v7": {
        "differentiators": [
          "The name encodes 192 vCPUs.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 192 vCPUs, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D192ls_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D192ls_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d192s.v7": {
        "differentiators": [
          "The name encodes 192 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 192 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D192s_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D192s_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d2": {
        "differentiators": [
          "The name encodes 2 vCPUs."
        ],
        "family_key": "vm:D:unknown",
        "family_label": "Dunknown-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 2 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D2 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D2 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d248ds.v7": {
        "differentiators": [
          "The name encodes 248 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "learn_reference": {
          "excerpt": "Ddsv7 sizes series Ddsv7-series virtual machines run on the Intel\u00ae Xeon\u00ae 6 6973PC (Granite Rapids) processor reaching an all-core turbo clock speed of 3.6 GHz with a maximum turbo frequency is 4.2 GHz",
          "title": "Ddsv7 sizes series",
          "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/general-purpose/ddsv7-series"
        },
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 248 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D248ds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D248ds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d248lds.v7": {
        "differentiators": [
          "The name encodes 248 vCPUs.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "learn_reference": {
          "excerpt": "Dldsv7 sizes series Host specifications Part Quantity^Count Units^ Specs^SKU ID, Performance Units, etc.^ --- --- --- Processor 2 - 248 vCPUs Intel Xeon 6 6973PC (Granite Rapids) [x86-64] Memory 4 - 4",
          "title": "Dldsv7 sizes series",
          "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/general-purpose/dldsv7-series#host-specifications"
        },
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 248 vCPUs, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D248lds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D248lds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d248ls.v7": {
        "differentiators": [
          "The name encodes 248 vCPUs.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "learn_reference": {
          "excerpt": "Dlsv7 sizes series Host specifications Part Quantity^Count Units^ Specs^SKU ID, Performance Units, etc.^ --- --- --- Processor 2 - 248 vCPUs Intel Xeon 6 6973PC (Granite Rapids) [x86-64] Memory 4 - 49",
          "title": "Dlsv7 sizes series",
          "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/general-purpose/dlsv7-series#host-specifications"
        },
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 248 vCPUs, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D248ls_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D248ls_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d248s.v7": {
        "differentiators": [
          "The name encodes 248 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "learn_reference": {
          "excerpt": "Dsv7 sizes series Host specifications Part Quantity^Count Units^ Specs^SKU ID, Performance Units, etc.^ --- --- --- Processor 2 - 372 vCPUs Intel Xeon 6 6973PC (Granite Rapids) [x86-64] Memory 8 - 1,4",
          "title": "Dsv7 sizes series",
          "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/general-purpose/dsv7-series#host-specifications"
        },
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 248 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D248s_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D248s_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d2ads.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 2 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D2ads_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D2ads_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d2alds.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 2 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D2alds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D2alds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d2als.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 2 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D2als_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D2als_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d2as.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 2 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D2as_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D2as_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d2ds.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 2 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D2ds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D2ds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d2lds.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 2 vCPUs, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D2lds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D2lds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d2ls.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 2 vCPUs, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D2ls_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D2ls_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d2pds.v5": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 2 vCPUs, ARM-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D2pds_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D2pds_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d2pds.v6": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 2 vCPUs, ARM-based, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D2pds_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D2pds_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d2plds.v5": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 2 vCPUs, ARM-based, low memory, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D2plds_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D2plds_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d2plds.v6": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 2 vCPUs, ARM-based, low memory, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D2plds_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D2plds_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d2pls.v5": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 2 vCPUs, ARM-based, low memory, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D2pls_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D2pls_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d2pls.v6": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 2 vCPUs, ARM-based, low memory, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D2pls_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D2pls_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d2ps.v5": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 2 vCPUs, ARM-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D2ps_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D2ps_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d2ps.v6": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 2 vCPUs, ARM-based, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D2ps_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D2ps_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d2s.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 2 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D2s_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D2s_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d3": {
        "differentiators": [
          "The name encodes 3 vCPUs."
        ],
        "family_key": "vm:D:unknown",
        "family_label": "Dunknown-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 3 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D3 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D3 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d32ads.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 32 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D32ads_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D32ads_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d32alds.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 32 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D32alds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D32alds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d32als.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 32 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D32als_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D32als_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d32as.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 32 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D32as_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D32as_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d32ds.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 32 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D32ds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D32ds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d32lds.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 32 vCPUs, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D32lds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D32lds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d32ls.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 32 vCPUs, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D32ls_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D32ls_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d32pds.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 32 vCPUs, ARM-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D32pds_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D32pds_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d32pds.v6": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 32 vCPUs, ARM-based, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D32pds_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D32pds_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d32plds.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 32 vCPUs, ARM-based, low memory, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D32plds_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D32plds_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d32plds.v6": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 32 vCPUs, ARM-based, low memory, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D32plds_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D32plds_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d32pls.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 32 vCPUs, ARM-based, low memory, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D32pls_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D32pls_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d32pls.v6": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 32 vCPUs, ARM-based, low memory, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D32pls_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D32pls_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d32ps.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 32 vCPUs, ARM-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D32ps_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D32ps_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d32ps.v6": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 32 vCPUs, ARM-based, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D32ps_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D32ps_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d32s.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 32 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D32s_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D32s_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d372ds.v7": {
        "differentiators": [
          "The name encodes 372 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "learn_reference": {
          "excerpt": "Ddsv7 sizes series Ddsv7-series virtual machines run on the Intel\u00ae Xeon\u00ae 6 6973PC (Granite Rapids) processor reaching an all-core turbo clock speed of 3.6 GHz with a maximum turbo frequency is 4.2 GHz",
          "title": "Ddsv7 sizes series",
          "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/general-purpose/ddsv7-series"
        },
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 372 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D372ds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D372ds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d372s.v7": {
        "differentiators": [
          "The name encodes 372 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "learn_reference": {
          "excerpt": "Dsv7 sizes series Host specifications Part Quantity^Count Units^ Specs^SKU ID, Performance Units, etc.^ --- --- --- Processor 2 - 372 vCPUs Intel Xeon 6 6973PC (Granite Rapids) [x86-64] Memory 8 - 1,4",
          "title": "Dsv7 sizes series",
          "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/general-purpose/dsv7-series#host-specifications"
        },
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 372 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D372s_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D372s_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d4": {
        "differentiators": [
          "The name encodes 4 vCPUs."
        ],
        "family_key": "vm:D:unknown",
        "family_label": "Dunknown-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 4 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D4 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D4 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d48ads.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 48 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D48ads_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D48ads_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d48alds.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 48 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D48alds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D48alds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d48als.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 48 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D48als_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D48als_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d48as.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 48 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D48as_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D48as_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d48ds.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 48 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D48ds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D48ds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d48lds.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 48 vCPUs, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D48lds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D48lds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d48ls.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 48 vCPUs, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D48ls_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D48ls_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d48pds.v5": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 48 vCPUs, ARM-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D48pds_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D48pds_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d48pds.v6": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 48 vCPUs, ARM-based, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D48pds_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D48pds_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d48plds.v5": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 48 vCPUs, ARM-based, low memory, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D48plds_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D48plds_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d48plds.v6": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 48 vCPUs, ARM-based, low memory, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D48plds_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D48plds_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d48pls.v5": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 48 vCPUs, ARM-based, low memory, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D48pls_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D48pls_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d48pls.v6": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 48 vCPUs, ARM-based, low memory, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D48pls_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D48pls_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d48ps.v5": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 48 vCPUs, ARM-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D48ps_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D48ps_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d48ps.v6": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 48 vCPUs, ARM-based, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D48ps_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D48ps_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d48s.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 48 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D48s_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D48s_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d4ads.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 4 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D4ads_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D4ads_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d4alds.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 4 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D4alds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D4alds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d4als.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 4 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D4als_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D4als_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d4as.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 4 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D4as_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D4as_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d4ds.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 4 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D4ds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D4ds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d4lds.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 4 vCPUs, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D4lds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D4lds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d4ls.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 4 vCPUs, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D4ls_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D4ls_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d4pds.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 4 vCPUs, ARM-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D4pds_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D4pds_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d4pds.v6": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 4 vCPUs, ARM-based, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D4pds_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D4pds_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d4plds.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 4 vCPUs, ARM-based, low memory, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D4plds_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D4plds_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d4plds.v6": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 4 vCPUs, ARM-based, low memory, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D4plds_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D4plds_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d4pls.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 4 vCPUs, ARM-based, low memory, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D4pls_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D4pls_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d4pls.v6": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 4 vCPUs, ARM-based, low memory, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D4pls_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D4pls_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d4ps.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 4 vCPUs, ARM-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D4ps_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D4ps_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d4ps.v6": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 4 vCPUs, ARM-based, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D4ps_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D4ps_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d4s.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 4 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D4s_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D4s_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d64ads.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 64 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D64ads_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D64ads_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d64alds.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 64 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D64alds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D64alds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d64als.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 64 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D64als_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D64als_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d64as.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 64 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D64as_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D64as_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d64ds.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 64 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D64ds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D64ds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d64lds.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 64 vCPUs, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D64lds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D64lds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d64ls.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 64 vCPUs, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D64ls_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D64ls_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d64pds.v5": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 64 vCPUs, ARM-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D64pds_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D64pds_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d64pds.v6": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 64 vCPUs, ARM-based, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D64pds_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D64pds_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d64plds.v5": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 64 vCPUs, ARM-based, low memory, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D64plds_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D64plds_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d64plds.v6": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 64 vCPUs, ARM-based, low memory, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D64plds_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D64plds_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d64pls.v5": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 64 vCPUs, ARM-based, low memory, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D64pls_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D64pls_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d64pls.v6": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 64 vCPUs, ARM-based, low memory, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D64pls_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D64pls_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d64ps.v5": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 64 vCPUs, ARM-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D64ps_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D64ps_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d64ps.v6": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 64 vCPUs, ARM-based, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D64ps_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D64ps_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d64s.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 64 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D64s_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D64s_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d8ads.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 8 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D8ads_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D8ads_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d8alds.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 8 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D8alds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D8alds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d8als.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 8 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D8als_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D8als_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d8as.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 8 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D8as_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D8as_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d8ds.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 8 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D8ds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D8ds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d8lds.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 8 vCPUs, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D8lds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D8lds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d8ls.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 8 vCPUs, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D8ls_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D8ls_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d8pds.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 8 vCPUs, ARM-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D8pds_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D8pds_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d8pds.v6": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 8 vCPUs, ARM-based, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D8pds_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D8pds_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d8plds.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 8 vCPUs, ARM-based, low memory, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D8plds_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D8plds_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d8plds.v6": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 8 vCPUs, ARM-based, low memory, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D8plds_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D8plds_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d8pls.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 8 vCPUs, ARM-based, low memory, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D8pls_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D8pls_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d8pls.v6": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 8 vCPUs, ARM-based, low memory, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D8pls_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D8pls_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d8ps.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:D:v5",
        "family_label": "Dv5-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 8 vCPUs, ARM-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D8ps_v5 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D8ps_v5 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d8ps.v6": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 8 vCPUs, ARM-based, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D8ps_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D8ps_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d8s.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 8 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D8s_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D8s_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d96ads.v7": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 96 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D96ads_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D96ads_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d96alds.v7": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 96 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D96alds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D96alds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d96als.v7": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 96 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D96als_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D96als_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d96as.v7": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 96 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D96as_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D96as_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d96ds.v7": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 96 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D96ds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D96ds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d96lds.v7": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 96 vCPUs, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D96lds_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D96lds_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d96ls.v7": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 96 vCPUs, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D96ls_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D96ls_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d96pds.v6": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 96 vCPUs, ARM-based, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D96pds_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D96pds_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d96plds.v6": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 96 vCPUs, ARM-based, low memory, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D96plds_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D96plds_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d96pls.v6": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 96 vCPUs, ARM-based, low memory, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D96pls_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D96pls_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d96ps.v6": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:D:v6",
        "family_label": "Dv6-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 96 vCPUs, ARM-based, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D96ps_v6 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D96ps_v6 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.d96s.v7": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:D:v7",
        "family_label": "Dv7-series \u00b7 general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "General purpose, 96 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "General purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_D96s_v7 is a general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_D96s_v7 - General purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc16ads.cc.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 16 vCPUs, AMD-based, local temp disk, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC16ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC16ads_CC_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc16ads.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 16 vCPUs, AMD-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC16ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC16ads_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc16as.cc.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 16 vCPUs, AMD-based, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC16as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC16as_CC_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc16as.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 16 vCPUs, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC16as_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC16as_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc16ds.v3": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:DC:v3",
        "family_label": "DCv3-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 16 vCPUs, local temp disk, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC16ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC16ds_v3 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc16eds.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 16 vCPUs, confidential TDX, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC16eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC16eds_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc16es.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 16 vCPUs, confidential TDX, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC16es_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC16es_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc16s.v3": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:DC:v3",
        "family_label": "DCv3-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 16 vCPUs, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC16s_v3 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC16s_v3 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc1ds.v3": {
        "differentiators": [
          "The name encodes 1 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:DC:v3",
        "family_label": "DCv3-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 1 vCPUs, local temp disk, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC1ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC1ds_v3 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc1s.v2": {
        "differentiators": [
          "The name encodes 1 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:DC:v2",
        "family_label": "DCv2-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 1 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC1s_v2 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC1s_v2 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc1s.v3": {
        "differentiators": [
          "The name encodes 1 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:DC:v3",
        "family_label": "DCv3-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 1 vCPUs, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC1s_v3 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC1s_v3 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc24ds.v3": {
        "differentiators": [
          "The name encodes 24 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:DC:v3",
        "family_label": "DCv3-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 24 vCPUs, local temp disk, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC24ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC24ds_v3 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc24s.v3": {
        "differentiators": [
          "The name encodes 24 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:DC:v3",
        "family_label": "DCv3-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 24 vCPUs, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC24s_v3 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC24s_v3 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc2ads.v5": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 2 vCPUs, AMD-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC2ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC2ads_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc2as.v5": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 2 vCPUs, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC2as_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC2as_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc2ds.v3": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:DC:v3",
        "family_label": "DCv3-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 2 vCPUs, local temp disk, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC2ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC2ds_v3 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc2eds.v5": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 2 vCPUs, confidential TDX, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC2eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC2eds_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc2es.v5": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 2 vCPUs, confidential TDX, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC2es_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC2es_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc2s": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "s = premium SSD capable in the documented naming convention."
        ],
        "family_key": "vm:DC:unknown",
        "family_label": "DCunknown-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 2 vCPUs, premium SSD capable",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC2s is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC2s - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc2s.v2": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:DC:v2",
        "family_label": "DCv2-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 2 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC2s_v2 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC2s_v2 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc2s.v3": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:DC:v3",
        "family_label": "DCv3-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 2 vCPUs, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC2s_v3 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC2s_v3 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc32ads.cc.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 32 vCPUs, AMD-based, local temp disk, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC32ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC32ads_CC_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc32ads.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 32 vCPUs, AMD-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC32ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC32ads_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc32as.cc.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 32 vCPUs, AMD-based, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC32as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC32as_CC_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc32as.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 32 vCPUs, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC32as_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC32as_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc32ds.v3": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:DC:v3",
        "family_label": "DCv3-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 32 vCPUs, local temp disk, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC32ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC32ds_v3 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc32eds.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 32 vCPUs, confidential TDX, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC32eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC32eds_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc32es.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 32 vCPUs, confidential TDX, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC32es_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC32es_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc32s.v3": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:DC:v3",
        "family_label": "DCv3-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 32 vCPUs, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC32s_v3 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC32s_v3 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc48ads.cc.v5": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 48 vCPUs, AMD-based, local temp disk, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC48ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC48ads_CC_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc48ads.v5": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 48 vCPUs, AMD-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC48ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC48ads_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc48as.cc.v5": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 48 vCPUs, AMD-based, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC48as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC48as_CC_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc48as.v5": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 48 vCPUs, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC48as_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC48as_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc48ds.v3": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:DC:v3",
        "family_label": "DCv3-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 48 vCPUs, local temp disk, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC48ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC48ds_v3 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc48eds.v5": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 48 vCPUs, confidential TDX, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC48eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC48eds_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc48es.v5": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 48 vCPUs, confidential TDX, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC48es_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC48es_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc48s.v3": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:DC:v3",
        "family_label": "DCv3-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 48 vCPUs, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC48s_v3 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC48s_v3 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc4ads.cc.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 4 vCPUs, AMD-based, local temp disk, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC4ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC4ads_CC_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc4ads.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 4 vCPUs, AMD-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC4ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC4ads_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc4as.cc.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 4 vCPUs, AMD-based, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC4as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC4as_CC_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc4as.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 4 vCPUs, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC4as_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC4as_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc4ds.v3": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:DC:v3",
        "family_label": "DCv3-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 4 vCPUs, local temp disk, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC4ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC4ds_v3 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc4eds.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 4 vCPUs, confidential TDX, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC4eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC4eds_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc4es.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 4 vCPUs, confidential TDX, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC4es_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC4es_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc4s": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "s = premium SSD capable in the documented naming convention."
        ],
        "family_key": "vm:DC:unknown",
        "family_label": "DCunknown-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 4 vCPUs, premium SSD capable",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC4s is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC4s - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc4s.v2": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:DC:v2",
        "family_label": "DCv2-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 4 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC4s_v2 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC4s_v2 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc4s.v3": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:DC:v3",
        "family_label": "DCv3-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 4 vCPUs, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC4s_v3 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC4s_v3 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc64ads.cc.v5": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 64 vCPUs, AMD-based, local temp disk, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC64ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC64ads_CC_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc64ads.v5": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 64 vCPUs, AMD-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC64ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC64ads_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc64as.cc.v5": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 64 vCPUs, AMD-based, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC64as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC64as_CC_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc64as.v5": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 64 vCPUs, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC64as_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC64as_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc64eds.v5": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 64 vCPUs, confidential TDX, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC64eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC64eds_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc64es.v5": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 64 vCPUs, confidential TDX, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC64es_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC64es_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc8.v2": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:DC:v2",
        "family_label": "DCv2-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 8 vCPUs, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC8_v2 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC8_v2 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc8ads.cc.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 8 vCPUs, AMD-based, local temp disk, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC8ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC8ads_CC_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc8ads.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 8 vCPUs, AMD-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC8ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC8ads_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc8as.cc.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 8 vCPUs, AMD-based, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC8as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC8as_CC_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc8as.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 8 vCPUs, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC8as_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC8as_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc8ds.v3": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:DC:v3",
        "family_label": "DCv3-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 8 vCPUs, local temp disk, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC8ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC8ds_v3 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc8eds.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 8 vCPUs, confidential TDX, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC8eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC8eds_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc8es.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 8 vCPUs, confidential TDX, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC8es_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC8es_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc8s": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "s = premium SSD capable in the documented naming convention."
        ],
        "family_key": "vm:DC:unknown",
        "family_label": "DCunknown-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 8 vCPUs, premium SSD capable",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC8s is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC8s - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc8s.v3": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:DC:v3",
        "family_label": "DCv3-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 8 vCPUs, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC8s_v3 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC8s_v3 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc96ads.cc.v5": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 96 vCPUs, AMD-based, local temp disk, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC96ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC96ads_CC_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc96ads.v5": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 96 vCPUs, AMD-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC96ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC96ads_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc96as.cc.v5": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 96 vCPUs, AMD-based, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC96as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC96as_CC_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc96as.v5": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 96 vCPUs, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC96as_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC96as_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc96eds.v5": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 96 vCPUs, confidential TDX, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC96eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC96eds_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.dc96es.v5": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:DC:v5",
        "family_label": "DCv5-series \u00b7 confidential general purpose",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential general purpose, 96 vCPUs, confidential TDX, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential general purpose family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/dc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_DC96es_v5 is a confidential general purpose VM size decoded from Azure's naming convention.",
        "title": "Standard_DC96es_v5 - Confidential general purpose VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ds1": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.ds1",
        "family_label": "Standard Ds1 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds1"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Ds1 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.ds11": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.ds11",
        "family_label": "Standard Ds11 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds11"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Ds11 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.ds12": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.ds12",
        "family_label": "Standard Ds12 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds12"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Ds12 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.ds13": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.ds13",
        "family_label": "Standard Ds13 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds13"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Ds13 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.ds14": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.ds14",
        "family_label": "Standard Ds14 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds14"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Ds14 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.ds2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.ds2",
        "family_label": "Standard Ds2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Ds2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.ds3": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.ds3",
        "family_label": "Standard Ds3 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds3"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Ds3 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.ds4": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.ds4",
        "family_label": "Standard Ds4 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds4"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Ds4 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e128.32ads.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e128.32ads.v7",
        "family_label": "Standard E128 32ads V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e128.32ads.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E128 32ads V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e128.32as.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e128.32as.v7",
        "family_label": "Standard E128 32as V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e128.32as.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E128 32as V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e128.32ds.v6": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e128.32ds.v6",
        "family_label": "Standard E128 32ds V6 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e128.32ds.v6"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E128 32ds V6 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e128.32s.v6": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e128.32s.v6",
        "family_label": "Standard E128 32s V6 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e128.32s.v6"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E128 32s V6 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e128.64ads.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e128.64ads.v7",
        "family_label": "Standard E128 64ads V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e128.64ads.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E128 64ads V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e128.64as.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e128.64as.v7",
        "family_label": "Standard E128 64as V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e128.64as.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E128 64as V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e128.64ds.v6": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e128.64ds.v6",
        "family_label": "Standard E128 64ds V6 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e128.64ds.v6"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E128 64ds V6 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e128.64s.v6": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e128.64s.v6",
        "family_label": "Standard E128 64s V6 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e128.64s.v6"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E128 64s V6 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e128ads.v7": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 128 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E128ads_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E128ads_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e128as.v7": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 128 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E128as_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E128as_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e128ds.v6": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 128 vCPUs, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E128ds_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E128ds_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e128ds.v7": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 128 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E128ds_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E128ds_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e128nds.v6": {
        "differentiators": [
          "128 vCPUs and 1024 GiB RAM, from the documented size table.",
          "Memory-optimized configuration with 8 GiB per vCPU.",
          "Local temporary disks (d) provide scratch space; keep durable data elsewhere.",
          "Network-optimized (n): accelerated connection setup and higher bandwidth per vCPU; Premium SSD-compatible (s)."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "Memory optimized, 128 vCPUs, network optimized, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Endsv6 series specifications",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/endsv6-series"
          },
          {
            "label": "VM size suffix meanings",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          }
        ],
        "specificity": "exact",
        "summary": "Endsv6 is a network-optimized memory-optimized VM series using Intel Xeon Platinum 8573C processors.",
        "title": "Standard_E128nds_v6 - network-optimized memory-optimized VM",
        "use_cases": "Evaluate for memory-intensive databases and caches; benchmark your workload and confirm storage, network, and regional provisioning requirements.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e128ns.v6": {
        "differentiators": [
          "128 vCPUs and 1024 GiB RAM, from the documented size table.",
          "Memory-optimized configuration with 8 GiB per vCPU.",
          "No local temporary disk; use remote managed disks for persistent storage.",
          "Network-optimized (n): accelerated connection setup and higher bandwidth per vCPU; Premium SSD-compatible (s)."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "Memory optimized, 128 vCPUs, network optimized, premium SSD capable, v6",
        "sources": [
          {
            "label": "Ensv6 series specifications",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ensv6-series"
          },
          {
            "label": "VM size suffix meanings",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          }
        ],
        "specificity": "exact",
        "summary": "Ensv6 is a network-optimized memory-optimized VM series using Intel Xeon Platinum 8573C processors.",
        "title": "Standard_E128ns_v6 - network-optimized memory-optimized VM",
        "use_cases": "Evaluate for memory-intensive databases and caches; benchmark your workload and confirm storage, network, and regional provisioning requirements.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e128s.v6": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 128 vCPUs, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E128s_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E128s_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e128s.v7": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 128 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E128s_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E128s_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e16.4ads.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e16.4ads.v7",
        "family_label": "Standard E16 4ads V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e16.4ads.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E16 4ads V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e16.4as.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e16.4as.v7",
        "family_label": "Standard E16 4as V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e16.4as.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E16 4as V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e16.8ads.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e16.8ads.v7",
        "family_label": "Standard E16 8ads V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e16.8ads.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E16 8ads V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e16.8as.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e16.8as.v7",
        "family_label": "Standard E16 8as V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e16.8as.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E16 8as V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e160ads.v7": {
        "differentiators": [
          "The name encodes 160 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 160 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E160ads_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E160ads_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e160as.v7": {
        "differentiators": [
          "The name encodes 160 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 160 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E160as_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E160as_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e16ads.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 16 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E16ads_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E16ads_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e16as.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 16 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E16as_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E16as_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e16ds.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 16 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E16ds_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E16ds_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e16pds.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:E:v5",
        "family_label": "Ev5-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 16 vCPUs, ARM-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E16pds_v5 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E16pds_v5 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e16pds.v6": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 16 vCPUs, ARM-based, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E16pds_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E16pds_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e16ps.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:E:v5",
        "family_label": "Ev5-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 16 vCPUs, ARM-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E16ps_v5 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E16ps_v5 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e16ps.v6": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 16 vCPUs, ARM-based, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E16ps_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E16ps_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e16s.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 16 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E16s_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E16s_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e192ds.v7": {
        "differentiators": [
          "The name encodes 192 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 192 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E192ds_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E192ds_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e192ids.v6": {
        "differentiators": [
          "The name encodes 192 vCPUs.",
          "i = isolated in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 192 vCPUs, isolated, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E192ids_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E192ids_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e192is.v6": {
        "differentiators": [
          "The name encodes 192 vCPUs.",
          "i = isolated in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 192 vCPUs, isolated, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E192is_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E192is_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e192s.v7": {
        "differentiators": [
          "The name encodes 192 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 192 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E192s_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E192s_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e20ds.v7": {
        "differentiators": [
          "The name encodes 20 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 20 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E20ds_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E20ds_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e20pds.v5": {
        "differentiators": [
          "The name encodes 20 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:E:v5",
        "family_label": "Ev5-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 20 vCPUs, ARM-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E20pds_v5 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E20pds_v5 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e20ps.v5": {
        "differentiators": [
          "The name encodes 20 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:E:v5",
        "family_label": "Ev5-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 20 vCPUs, ARM-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E20ps_v5 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E20ps_v5 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e20s.v7": {
        "differentiators": [
          "The name encodes 20 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 20 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E20s_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E20s_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e248ds.v7": {
        "differentiators": [
          "The name encodes 248 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "learn_reference": {
          "excerpt": "Edsv7 sizes series Edsv7-series virtual machines run on the Intel\u00ae Xeon\u00ae 6 6973PC (Granite Rapids) processor reaching an all-core turbo clock speed of 3.6 GHz with a maximum turbo frequency of 4.2 GHz",
          "title": "Edsv7 sizes series",
          "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/memory-optimized/edsv7-series"
        },
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 248 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E248ds_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E248ds_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e248s.v7": {
        "differentiators": [
          "The name encodes 248 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "learn_reference": {
          "excerpt": "Esv7 sizes series Host specifications Part Quantity^Count Units^ Specs^SKU ID, Performance Units, etc.^ --- --- --- Processor 2 - 372 vCPUs Intel@ Xeon\u00ae 6 processor 6973P-C(Granite Rapids) [x86-64] Me",
          "title": "Esv7 sizes series",
          "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/memory-optimized/esv7-series#host-specifications"
        },
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 248 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E248s_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E248s_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e2ads.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 2 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E2ads_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E2ads_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e2as.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 2 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E2as_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E2as_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e2ds.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 2 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E2ds_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E2ds_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e2pds.v5": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:E:v5",
        "family_label": "Ev5-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 2 vCPUs, ARM-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E2pds_v5 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E2pds_v5 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e2pds.v6": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 2 vCPUs, ARM-based, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E2pds_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E2pds_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e2ps.v5": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:E:v5",
        "family_label": "Ev5-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 2 vCPUs, ARM-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E2ps_v5 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E2ps_v5 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e2ps.v6": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 2 vCPUs, ARM-based, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E2ps_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E2ps_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e2s.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 2 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E2s_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E2s_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e32.16ads.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e32.16ads.v7",
        "family_label": "Standard E32 16ads V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e32.16ads.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E32 16ads V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e32.16as.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e32.16as.v7",
        "family_label": "Standard E32 16as V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e32.16as.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E32 16as V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e32.8ads.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e32.8ads.v7",
        "family_label": "Standard E32 8ads V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e32.8ads.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E32 8ads V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e32.8as.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e32.8as.v7",
        "family_label": "Standard E32 8as V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e32.8as.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E32 8as V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e32ads.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 32 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E32ads_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E32ads_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e32as.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 32 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E32as_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E32as_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e32ds.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 32 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E32ds_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E32ds_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e32pds.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:E:v5",
        "family_label": "Ev5-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 32 vCPUs, ARM-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E32pds_v5 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E32pds_v5 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e32pds.v6": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 32 vCPUs, ARM-based, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E32pds_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E32pds_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e32ps.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:E:v5",
        "family_label": "Ev5-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 32 vCPUs, ARM-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E32ps_v5 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E32ps_v5 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e32ps.v6": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 32 vCPUs, ARM-based, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E32ps_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E32ps_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e32s.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 32 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E32s_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E32s_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e372ids.v7": {
        "differentiators": [
          "The name encodes 372 vCPUs.",
          "i = isolated in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 372 vCPUs, isolated, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E372ids_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E372ids_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e372is.v7": {
        "differentiators": [
          "The name encodes 372 vCPUs.",
          "i = isolated in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 372 vCPUs, isolated, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E372is_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E372is_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e4.2ads.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e4.2ads.v7",
        "family_label": "Standard E4 2ads V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e4.2ads.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E4 2ads V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e4.2as.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e4.2as.v7",
        "family_label": "Standard E4 2as V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e4.2as.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E4 2as V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e48ads.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 48 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E48ads_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E48ads_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e48as.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 48 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E48as_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E48as_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e48ds.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 48 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E48ds_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E48ds_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e48pds.v6": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 48 vCPUs, ARM-based, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E48pds_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E48pds_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e48ps.v6": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 48 vCPUs, ARM-based, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E48ps_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E48ps_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e48s.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 48 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E48s_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E48s_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e4ads.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 4 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E4ads_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E4ads_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e4as.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 4 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E4as_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E4as_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e4ds.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 4 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E4ds_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E4ds_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e4pds.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:E:v5",
        "family_label": "Ev5-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 4 vCPUs, ARM-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E4pds_v5 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E4pds_v5 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e4pds.v6": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 4 vCPUs, ARM-based, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E4pds_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E4pds_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e4ps.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:E:v5",
        "family_label": "Ev5-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 4 vCPUs, ARM-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E4ps_v5 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E4ps_v5 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e4ps.v6": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 4 vCPUs, ARM-based, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E4ps_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E4ps_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e4s.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 4 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E4s_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E4s_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e64.16ads.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e64.16ads.v7",
        "family_label": "Standard E64 16ads V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e64.16ads.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E64 16ads V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e64.16as.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e64.16as.v7",
        "family_label": "Standard E64 16as V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e64.16as.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E64 16as V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e64.32ads.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e64.32ads.v7",
        "family_label": "Standard E64 32ads V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e64.32ads.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E64 32ads V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e64.32as.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e64.32as.v7",
        "family_label": "Standard E64 32as V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e64.32as.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E64 32as V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e64ads.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 64 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E64ads_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E64ads_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e64as.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 64 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E64as_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E64as_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e64ds.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 64 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E64ds_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E64ds_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e64i.v3": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "i = isolated in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:E:v3",
        "family_label": "Ev3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 64 vCPUs, isolated, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E64i_v3 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E64i_v3 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e64is.v3": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "i = isolated in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:E:v3",
        "family_label": "Ev3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 64 vCPUs, isolated, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E64is_v3 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E64is_v3 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e64pds.v6": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 64 vCPUs, ARM-based, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E64pds_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E64pds_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e64ps.v6": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 64 vCPUs, ARM-based, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E64ps_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E64ps_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e64s.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 64 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E64s_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E64s_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e8.2ads.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e8.2ads.v7",
        "family_label": "Standard E8 2ads V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e8.2ads.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E8 2ads V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e8.2as.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e8.2as.v7",
        "family_label": "Standard E8 2as V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e8.2as.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E8 2as V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e8.4ads.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e8.4ads.v7",
        "family_label": "Standard E8 4ads V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e8.4ads.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E8 4ads V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e8.4as.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e8.4as.v7",
        "family_label": "Standard E8 4as V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e8.4as.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E8 4as V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e80ids.v4": {
        "differentiators": [
          "The name encodes 80 vCPUs.",
          "i = isolated in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:E:v4",
        "family_label": "Ev4-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 80 vCPUs, isolated, local temp disk, premium SSD capable, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E80ids_v4 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E80ids_v4 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e80is.v4": {
        "differentiators": [
          "The name encodes 80 vCPUs.",
          "i = isolated in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:E:v4",
        "family_label": "Ev4-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 80 vCPUs, isolated, premium SSD capable, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E80is_v4 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E80is_v4 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e8ads.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 8 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E8ads_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E8ads_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e8as.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 8 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E8as_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E8as_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e8ds.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 8 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E8ds_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E8ds_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e8pds.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:E:v5",
        "family_label": "Ev5-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 8 vCPUs, ARM-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E8pds_v5 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E8pds_v5 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e8pds.v6": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 8 vCPUs, ARM-based, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E8pds_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E8pds_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e8ps.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:E:v5",
        "family_label": "Ev5-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 8 vCPUs, ARM-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E8ps_v5 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E8ps_v5 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e8ps.v6": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 8 vCPUs, ARM-based, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E8ps_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E8ps_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e8s.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 8 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E8s_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E8s_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e96.24ads.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e96.24ads.v7",
        "family_label": "Standard E96 24ads V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e96.24ads.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E96 24ads V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e96.24as.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e96.24as.v7",
        "family_label": "Standard E96 24as V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e96.24as.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E96 24as V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e96.48ads.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e96.48ads.v7",
        "family_label": "Standard E96 48ads V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e96.48ads.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E96 48ads V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e96.48as.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.e96.48as.v7",
        "family_label": "Standard E96 48as V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e96.48as.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard E96 48as V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.e96ads.v7": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 96 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E96ads_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E96ads_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e96as.v7": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 96 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E96as_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E96as_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e96ds.v7": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 96 vCPUs, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E96ds_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E96ds_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e96ias.v4": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "i = isolated in the documented naming convention.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:E:v4",
        "family_label": "Ev4-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 96 vCPUs, isolated, AMD-based, premium SSD capable, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E96ias_v4 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E96ias_v4 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e96pds.v6": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 96 vCPUs, ARM-based, local temp disk, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E96pds_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E96pds_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e96ps.v6": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "p = ARM-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:E:v6",
        "family_label": "Ev6-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 96 vCPUs, ARM-based, premium SSD capable, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E96ps_v6 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E96ps_v6 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.e96s.v7": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:E:v7",
        "family_label": "Ev7-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory optimized, 96 vCPUs, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_E96s_v7 is a memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_E96s_v7 - Memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec128eds.v5": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 128 vCPUs, confidential TDX, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC128eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC128eds_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec128es.v5": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 128 vCPUs, confidential TDX, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC128es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC128es_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec128ieds.v5": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "i = isolated in the documented naming convention.",
          "e = confidential TDX in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 128 vCPUs, isolated, confidential TDX, local temp disk, Premium SSD,",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC128ieds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC128ieds_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec128ies.v5": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "i = isolated in the documented naming convention.",
          "e = confidential TDX in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 128 vCPUs, isolated, confidential TDX, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC128ies_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC128ies_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec16ads.cc.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 16 vCPUs, AMD-based, local temp disk, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC16ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC16ads_CC_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec16ads.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 16 vCPUs, AMD-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC16ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC16ads_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec16as.cc.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 16 vCPUs, AMD-based, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC16as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC16as_CC_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec16as.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 16 vCPUs, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC16as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC16as_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec16eds.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 16 vCPUs, confidential TDX, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC16eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC16eds_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec16es.v5": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 16 vCPUs, confidential TDX, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC16es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC16es_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec20ads.cc.v5": {
        "differentiators": [
          "The name encodes 20 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 20 vCPUs, AMD-based, local temp disk, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC20ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC20ads_CC_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec20ads.v5": {
        "differentiators": [
          "The name encodes 20 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 20 vCPUs, AMD-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC20ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC20ads_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec20as.cc.v5": {
        "differentiators": [
          "The name encodes 20 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 20 vCPUs, AMD-based, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC20as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC20as_CC_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec20as.v5": {
        "differentiators": [
          "The name encodes 20 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 20 vCPUs, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC20as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC20as_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec2ads.v5": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 2 vCPUs, AMD-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC2ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC2ads_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec2as.v5": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 2 vCPUs, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC2as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC2as_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec2eds.v5": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 2 vCPUs, confidential TDX, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC2eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC2eds_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec2es.v5": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 2 vCPUs, confidential TDX, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC2es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC2es_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec32ads.cc.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 32 vCPUs, AMD-based, local temp disk, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC32ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC32ads_CC_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec32ads.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 32 vCPUs, AMD-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC32ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC32ads_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec32as.cc.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 32 vCPUs, AMD-based, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC32as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC32as_CC_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec32as.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 32 vCPUs, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC32as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC32as_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec32eds.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 32 vCPUs, confidential TDX, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC32eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC32eds_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec32es.v5": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 32 vCPUs, confidential TDX, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC32es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC32es_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec48ads.cc.v5": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 48 vCPUs, AMD-based, local temp disk, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC48ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC48ads_CC_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec48ads.v5": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 48 vCPUs, AMD-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC48ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC48ads_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec48as.cc.v5": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 48 vCPUs, AMD-based, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC48as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC48as_CC_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec48as.v5": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 48 vCPUs, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC48as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC48as_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec48eds.v5": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 48 vCPUs, confidential TDX, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC48eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC48eds_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec48es.v5": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 48 vCPUs, confidential TDX, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC48es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC48es_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec4ads.cc.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 4 vCPUs, AMD-based, local temp disk, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC4ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC4ads_CC_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec4ads.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 4 vCPUs, AMD-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC4ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC4ads_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec4as.cc.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 4 vCPUs, AMD-based, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC4as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC4as_CC_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec4as.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 4 vCPUs, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC4as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC4as_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec4eds.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 4 vCPUs, confidential TDX, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC4eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC4eds_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec4es.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 4 vCPUs, confidential TDX, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC4es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC4es_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec64ads.cc.v5": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 64 vCPUs, AMD-based, local temp disk, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC64ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC64ads_CC_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec64ads.v5": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 64 vCPUs, AMD-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC64ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC64ads_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec64as.cc.v5": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 64 vCPUs, AMD-based, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC64as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC64as_CC_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec64as.v5": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 64 vCPUs, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC64as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC64as_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec64eds.v5": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 64 vCPUs, confidential TDX, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC64eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC64eds_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec64es.v5": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 64 vCPUs, confidential TDX, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC64es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC64es_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec8ads.cc.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 8 vCPUs, AMD-based, local temp disk, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC8ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC8ads_CC_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec8ads.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 8 vCPUs, AMD-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC8ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC8ads_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec8as.cc.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 8 vCPUs, AMD-based, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC8as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC8as_CC_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec8as.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 8 vCPUs, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC8as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC8as_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec8eds.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 8 vCPUs, confidential TDX, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC8eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC8eds_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec8es.v5": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "e = confidential TDX in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 8 vCPUs, confidential TDX, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC8es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC8es_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec96ads.cc.v5": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 96 vCPUs, AMD-based, local temp disk, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC96ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC96ads_CC_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec96ads.v5": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 96 vCPUs, AMD-based, local temp disk, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC96ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC96ads_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec96as.cc.v5": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker CC.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 96 vCPUs, AMD-based, premium SSD capable, CC, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC96as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC96as_CC_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec96as.v5": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 96 vCPUs, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC96as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC96as_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec96iads.v5": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "i = isolated in the documented naming convention.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 96 vCPUs, isolated, AMD-based, local temp disk, Premium SSD, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC96iads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC96iads_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ec96ias.v5": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "i = isolated in the documented naming convention.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:EC:v5",
        "family_label": "ECv5-series \u00b7 confidential memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential memory optimized, 96 vCPUs, isolated, AMD-based, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ec-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_EC96ias_v5 is a confidential memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_EC96ias_v5 - Confidential memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f16.4amds.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f16.4amds.v7",
        "family_label": "Standard F16 4amds V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f16.4amds.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F16 4amds V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f16.4ams.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f16.4ams.v7",
        "family_label": "Standard F16 4ams V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f16.4ams.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F16 4ams V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f16.8amds.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f16.8amds.v7",
        "family_label": "Standard F16 8amds V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f16.8amds.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F16 8amds V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f16.8ams.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f16.8ams.v7",
        "family_label": "Standard F16 8ams V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f16.8ams.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F16 8ams V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f16ads.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 16 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F16ads_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F16ads_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f16alds.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 16 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F16alds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F16alds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f16als.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 16 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F16als_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F16als_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f16amds.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 16 vCPUs, AMD-based, memory intensive, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F16amds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F16amds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f16ams.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 16 vCPUs, AMD-based, memory intensive, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F16ams_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F16ams_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f16as.v7": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 16 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F16as_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F16as_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f1ads.v7": {
        "differentiators": [
          "The name encodes 1 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 1 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F1ads_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F1ads_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f1alds.v7": {
        "differentiators": [
          "The name encodes 1 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 1 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F1alds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F1alds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f1als.v7": {
        "differentiators": [
          "The name encodes 1 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 1 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F1als_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F1als_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f1amds.v7": {
        "differentiators": [
          "The name encodes 1 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 1 vCPUs, AMD-based, memory intensive, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F1amds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F1amds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f1ams.v7": {
        "differentiators": [
          "The name encodes 1 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 1 vCPUs, AMD-based, memory intensive, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F1ams_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F1ams_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f1as.v7": {
        "differentiators": [
          "The name encodes 1 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 1 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F1as_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F1as_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f2.1amds.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f2.1amds.v7",
        "family_label": "Standard F2 1amds V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f2.1amds.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F2 1amds V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f2.1ams.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f2.1ams.v7",
        "family_label": "Standard F2 1ams V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f2.1ams.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F2 1ams V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f2ads.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 2 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F2ads_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F2ads_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f2alds.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 2 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F2alds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F2alds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f2als.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 2 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F2als_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F2als_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f2amds.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 2 vCPUs, AMD-based, memory intensive, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F2amds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F2amds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f2ams.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 2 vCPUs, AMD-based, memory intensive, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F2ams_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F2ams_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f2as.v7": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 2 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F2as_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F2as_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f32.16amds.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f32.16amds.v7",
        "family_label": "Standard F32 16amds V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f32.16amds.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F32 16amds V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f32.16ams.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f32.16ams.v7",
        "family_label": "Standard F32 16ams V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f32.16ams.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F32 16ams V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f32.8amds.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f32.8amds.v7",
        "family_label": "Standard F32 8amds V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f32.8amds.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F32 8amds V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f32.8ams.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f32.8ams.v7",
        "family_label": "Standard F32 8ams V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f32.8ams.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F32 8ams V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f32ads.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 32 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F32ads_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F32ads_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f32alds.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 32 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F32alds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F32alds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f32als.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 32 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F32als_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F32als_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f32amds.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 32 vCPUs, AMD-based, memory intensive, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F32amds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F32amds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f32ams.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 32 vCPUs, AMD-based, memory intensive, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F32ams_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F32ams_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f32as.v7": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 32 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F32as_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F32as_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f4.1amds.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f4.1amds.v7",
        "family_label": "Standard F4 1amds V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f4.1amds.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F4 1amds V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f4.1ams.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f4.1ams.v7",
        "family_label": "Standard F4 1ams V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f4.1ams.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F4 1ams V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f4.2amds.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f4.2amds.v7",
        "family_label": "Standard F4 2amds V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f4.2amds.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F4 2amds V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f4.2ams.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f4.2ams.v7",
        "family_label": "Standard F4 2ams V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f4.2ams.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F4 2ams V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f48ads.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 48 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F48ads_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F48ads_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f48alds.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 48 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F48alds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F48alds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f48als.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 48 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F48als_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F48als_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f48amds.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 48 vCPUs, AMD-based, memory intensive, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F48amds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F48amds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f48ams.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 48 vCPUs, AMD-based, memory intensive, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F48ams_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F48ams_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f48as.v7": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 48 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F48as_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F48as_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f4ads.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 4 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F4ads_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F4ads_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f4alds.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 4 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F4alds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F4alds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f4als.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 4 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F4als_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F4als_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f4amds.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 4 vCPUs, AMD-based, memory intensive, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F4amds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F4amds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f4ams.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 4 vCPUs, AMD-based, memory intensive, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F4ams_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F4ams_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f4as.v7": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 4 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F4as_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F4as_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f64.16amds.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f64.16amds.v7",
        "family_label": "Standard F64 16amds V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f64.16amds.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F64 16amds V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f64.16ams.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f64.16ams.v7",
        "family_label": "Standard F64 16ams V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f64.16ams.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F64 16ams V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f64.32amds.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f64.32amds.v7",
        "family_label": "Standard F64 32amds V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f64.32amds.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F64 32amds V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f64.32ams.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f64.32ams.v7",
        "family_label": "Standard F64 32ams V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f64.32ams.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F64 32ams V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f64ads.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 64 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F64ads_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F64ads_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f64alds.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 64 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F64alds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F64alds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f64als.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 64 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F64als_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F64als_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f64amds.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 64 vCPUs, AMD-based, memory intensive, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F64amds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F64amds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f64ams.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 64 vCPUs, AMD-based, memory intensive, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F64ams_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F64ams_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f64as.v7": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 64 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F64as_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F64as_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f8.2amds.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f8.2amds.v7",
        "family_label": "Standard F8 2amds V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f8.2amds.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F8 2amds V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f8.2ams.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f8.2ams.v7",
        "family_label": "Standard F8 2ams V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f8.2ams.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F8 2ams V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f8.4amds.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f8.4amds.v7",
        "family_label": "Standard F8 4amds V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f8.4amds.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F8 4amds V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f8.4ams.v7": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.f8.4ams.v7",
        "family_label": "Standard F8 4ams V7 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f8.4ams.v7"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard F8 4ams V7 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.f80ads.v7": {
        "differentiators": [
          "The name encodes 80 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 80 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F80ads_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F80ads_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f80alds.v7": {
        "differentiators": [
          "The name encodes 80 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 80 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F80alds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F80alds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f80als.v7": {
        "differentiators": [
          "The name encodes 80 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 80 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F80als_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F80als_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f80amds.v7": {
        "differentiators": [
          "The name encodes 80 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 80 vCPUs, AMD-based, memory intensive, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F80amds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F80amds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f80ams.v7": {
        "differentiators": [
          "The name encodes 80 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 80 vCPUs, AMD-based, memory intensive, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F80ams_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F80ams_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f80as.v7": {
        "differentiators": [
          "The name encodes 80 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 80 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F80as_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F80as_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f8ads.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 8 vCPUs, AMD-based, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F8ads_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F8ads_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f8alds.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 8 vCPUs, AMD-based, low memory, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F8alds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F8alds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f8als.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "l = low memory in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 8 vCPUs, AMD-based, low memory, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F8als_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F8als_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f8amds.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 8 vCPUs, AMD-based, memory intensive, local temp disk, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F8amds_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F8amds_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f8ams.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 8 vCPUs, AMD-based, memory intensive, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F8ams_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F8ams_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.f8as.v7": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v7."
        ],
        "family_key": "vm:F:v7",
        "family_label": "Fv7-series \u00b7 compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Compute optimized, 8 vCPUs, AMD-based, premium SSD capable, v7",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/compute-optimized/f-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_F8as_v7 is a compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_F8as_v7 - Compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.fx12.6mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx12.6mds.v2",
        "family_label": "Standard Fx12 6mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx12.6mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx12 6mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx12.6ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx12.6ms.v2",
        "family_label": "Standard Fx12 6ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx12.6ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx12 6ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx12mds": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx12mds",
        "family_label": "Standard Fx12mds VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx12mds"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx12mds VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx12mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx12mds.v2",
        "family_label": "Standard Fx12mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx12mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx12mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx12ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx12ms.v2",
        "family_label": "Standard Fx12ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx12ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx12ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx16.4mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx16.4mds.v2",
        "family_label": "Standard Fx16 4mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx16.4mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx16 4mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx16.4ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx16.4ms.v2",
        "family_label": "Standard Fx16 4ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx16.4ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx16 4ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx16.8mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx16.8mds.v2",
        "family_label": "Standard Fx16 8mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx16.8mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx16 8mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx16.8ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx16.8ms.v2",
        "family_label": "Standard Fx16 8ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx16.8ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx16 8ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx16mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx16mds.v2",
        "family_label": "Standard Fx16mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx16mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx16mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx16ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx16ms.v2",
        "family_label": "Standard Fx16ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx16ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx16ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx24.12mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx24.12mds.v2",
        "family_label": "Standard Fx24 12mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx24.12mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx24 12mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx24.12ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx24.12ms.v2",
        "family_label": "Standard Fx24 12ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx24.12ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx24 12ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx24.6mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx24.6mds.v2",
        "family_label": "Standard Fx24 6mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx24.6mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx24 6mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx24.6ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx24.6ms.v2",
        "family_label": "Standard Fx24 6ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx24.6ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx24 6ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx24mds": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx24mds",
        "family_label": "Standard Fx24mds VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx24mds"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx24mds VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx24mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx24mds.v2",
        "family_label": "Standard Fx24mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx24mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx24mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx24ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx24ms.v2",
        "family_label": "Standard Fx24ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx24ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx24ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx2mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx2mds.v2",
        "family_label": "Standard Fx2mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx2mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx2mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx2ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx2ms.v2",
        "family_label": "Standard Fx2ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx2ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx2ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx32.16mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx32.16mds.v2",
        "family_label": "Standard Fx32 16mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx32.16mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx32 16mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx32.16ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx32.16ms.v2",
        "family_label": "Standard Fx32 16ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx32.16ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx32 16ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx32.8mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx32.8mds.v2",
        "family_label": "Standard Fx32 8mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx32.8mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx32 8mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx32.8ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx32.8ms.v2",
        "family_label": "Standard Fx32 8ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx32.8ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx32 8ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx32mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx32mds.v2",
        "family_label": "Standard Fx32mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx32mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx32mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx32ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx32ms.v2",
        "family_label": "Standard Fx32ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx32ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx32ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx36mds": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx36mds",
        "family_label": "Standard Fx36mds VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx36mds"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx36mds VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx4.2mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx4.2mds.v2",
        "family_label": "Standard Fx4 2mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx4.2mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx4 2mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx4.2ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx4.2ms.v2",
        "family_label": "Standard Fx4 2ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx4.2ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx4 2ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx48.12mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx48.12mds.v2",
        "family_label": "Standard Fx48 12mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx48.12mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx48 12mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx48.12ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx48.12ms.v2",
        "family_label": "Standard Fx48 12ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx48.12ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx48 12ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx48.24mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx48.24mds.v2",
        "family_label": "Standard Fx48 24mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx48.24mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx48 24mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx48.24ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx48.24ms.v2",
        "family_label": "Standard Fx48 24ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx48.24ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx48 24ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx48mds": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx48mds",
        "family_label": "Standard Fx48mds VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx48mds"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx48mds VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx48mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx48mds.v2",
        "family_label": "Standard Fx48mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx48mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx48mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx48ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx48ms.v2",
        "family_label": "Standard Fx48ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx48ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx48ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx4mds": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx4mds",
        "family_label": "Standard Fx4mds VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx4mds"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx4mds VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx4mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx4mds.v2",
        "family_label": "Standard Fx4mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx4mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx4mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx4ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx4ms.v2",
        "family_label": "Standard Fx4ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx4ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx4ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx64.16mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx64.16mds.v2",
        "family_label": "Standard Fx64 16mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx64.16mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx64 16mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx64.16ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx64.16ms.v2",
        "family_label": "Standard Fx64 16ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx64.16ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx64 16ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx64.32mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx64.32mds.v2",
        "family_label": "Standard Fx64 32mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx64.32mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx64 32mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx64.32ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx64.32ms.v2",
        "family_label": "Standard Fx64 32ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx64.32ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx64 32ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx64mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx64mds.v2",
        "family_label": "Standard Fx64mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx64mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx64mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx64ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx64ms.v2",
        "family_label": "Standard Fx64ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx64ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx64ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx8.2mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx8.2mds.v2",
        "family_label": "Standard Fx8 2mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx8.2mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx8 2mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx8.2ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx8.2ms.v2",
        "family_label": "Standard Fx8 2ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx8.2ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx8 2ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx8.4mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx8.4mds.v2",
        "family_label": "Standard Fx8 4mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx8.4mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx8 4mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx8.4ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx8.4ms.v2",
        "family_label": "Standard Fx8 4ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx8.4ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx8 4ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx8mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx8mds.v2",
        "family_label": "Standard Fx8mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx8mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx8mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx8ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx8ms.v2",
        "family_label": "Standard Fx8ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx8ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx8ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx96.24mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx96.24mds.v2",
        "family_label": "Standard Fx96 24mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx96.24mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx96 24mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx96.24ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx96.24ms.v2",
        "family_label": "Standard Fx96 24ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx96.24ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx96 24ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx96.48mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx96.48mds.v2",
        "family_label": "Standard Fx96 48mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx96.48mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx96 48mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx96.48ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx96.48ms.v2",
        "family_label": "Standard Fx96 48ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx96.48ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx96 48ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx96mds.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx96mds.v2",
        "family_label": "Standard Fx96mds V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx96mds.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx96mds V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.fx96ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.fx96ms.v2",
        "family_label": "Standard Fx96ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx96ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Fx96ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.g1": {
        "differentiators": [
          "The name encodes 1 vCPUs."
        ],
        "family_key": "vm:G:unknown",
        "family_label": "Gunknown-series \u00b7 memory and storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory and storage optimized, 1 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory and storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/g-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_G1 is a memory and storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_G1 - Memory and storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.g2": {
        "differentiators": [
          "The name encodes 2 vCPUs."
        ],
        "family_key": "vm:G:unknown",
        "family_label": "Gunknown-series \u00b7 memory and storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory and storage optimized, 2 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory and storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/g-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_G2 is a memory and storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_G2 - Memory and storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.g3": {
        "differentiators": [
          "The name encodes 3 vCPUs."
        ],
        "family_key": "vm:G:unknown",
        "family_label": "Gunknown-series \u00b7 memory and storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory and storage optimized, 3 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory and storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/g-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_G3 is a memory and storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_G3 - Memory and storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.g4": {
        "differentiators": [
          "The name encodes 4 vCPUs."
        ],
        "family_key": "vm:G:unknown",
        "family_label": "Gunknown-series \u00b7 memory and storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory and storage optimized, 4 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory and storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/g-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_G4 is a memory and storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_G4 - Memory and storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.g5": {
        "differentiators": [
          "The name encodes 5 vCPUs."
        ],
        "family_key": "vm:G:unknown",
        "family_label": "Gunknown-series \u00b7 memory and storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Memory and storage optimized, 5 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Memory and storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/g-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_G5 is a memory and storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_G5 - Memory and storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.gs1": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.gs1",
        "family_label": "Standard Gs1 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs1"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Gs1 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.gs2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.gs2",
        "family_label": "Standard Gs2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Gs2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.gs3": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.gs3",
        "family_label": "Standard Gs3 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs3"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Gs3 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.gs4": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.gs4",
        "family_label": "Standard Gs4 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs4"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Gs4 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.gs4.4": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.gs4.4",
        "family_label": "Standard Gs4 4 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs4.4"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Gs4 4 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.gs4.8": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.gs4.8",
        "family_label": "Standard Gs4 8 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs4.8"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Gs4 8 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.gs5": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.gs5",
        "family_label": "Standard Gs5 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs5"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Gs5 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.gs5.16": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.gs5.16",
        "family_label": "Standard Gs5 16 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs5.16"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Gs5 16 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.gs5.8": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.gs5.8",
        "family_label": "Standard Gs5 8 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs5.8"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Gs5 8 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.h16": {
        "differentiators": [
          "The name encodes 16 vCPUs."
        ],
        "family_key": "vm:H:unknown",
        "family_label": "Hunknown-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 16 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/h-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_H16 is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_H16 - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.h16.promo": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "The name includes accelerator or memory marker PROMO."
        ],
        "family_key": "vm:H:unknown",
        "family_label": "Hunknown-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 16 vCPUs, PROMO",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/h-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_H16_PROMO is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_H16_PROMO - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.h16m": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "m = memory intensive in the documented naming convention."
        ],
        "family_key": "vm:H:unknown",
        "family_label": "Hunknown-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 16 vCPUs, memory intensive",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/h-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_H16m is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_H16m - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.h16m.promo": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "m = memory intensive in the documented naming convention.",
          "The name includes accelerator or memory marker PROMO."
        ],
        "family_key": "vm:H:unknown",
        "family_label": "Hunknown-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 16 vCPUs, memory intensive, PROMO",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/h-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_H16m_PROMO is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_H16m_PROMO - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.h16mr": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "m = memory intensive in the documented naming convention.",
          "r = RDMA in the documented naming convention."
        ],
        "family_key": "vm:H:unknown",
        "family_label": "Hunknown-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 16 vCPUs, memory intensive, RDMA",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/h-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_H16mr is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_H16mr - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.h16mr.promo": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "m = memory intensive in the documented naming convention.",
          "r = RDMA in the documented naming convention.",
          "The name includes accelerator or memory marker PROMO."
        ],
        "family_key": "vm:H:unknown",
        "family_label": "Hunknown-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 16 vCPUs, memory intensive, RDMA, PROMO",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/h-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_H16mr_PROMO is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_H16mr_PROMO - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.h16r": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "r = RDMA in the documented naming convention."
        ],
        "family_key": "vm:H:unknown",
        "family_label": "Hunknown-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 16 vCPUs, RDMA",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/h-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_H16r is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_H16r - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.h16r.promo": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "r = RDMA in the documented naming convention.",
          "The name includes accelerator or memory marker PROMO."
        ],
        "family_key": "vm:H:unknown",
        "family_label": "Hunknown-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 16 vCPUs, RDMA, PROMO",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/h-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_H16r_PROMO is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_H16r_PROMO - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.h8": {
        "differentiators": [
          "The name encodes 8 vCPUs."
        ],
        "family_key": "vm:H:unknown",
        "family_label": "Hunknown-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 8 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/h-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_H8 is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_H8 - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.h8.promo": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "The name includes accelerator or memory marker PROMO."
        ],
        "family_key": "vm:H:unknown",
        "family_label": "Hunknown-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 8 vCPUs, PROMO",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/h-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_H8_PROMO is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_H8_PROMO - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.h8m": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "m = memory intensive in the documented naming convention."
        ],
        "family_key": "vm:H:unknown",
        "family_label": "Hunknown-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 8 vCPUs, memory intensive",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/h-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_H8m is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_H8m - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.h8m.promo": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "m = memory intensive in the documented naming convention.",
          "The name includes accelerator or memory marker PROMO."
        ],
        "family_key": "vm:H:unknown",
        "family_label": "Hunknown-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 8 vCPUs, memory intensive, PROMO",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/h-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_H8m_PROMO is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_H8m_PROMO - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.hb120.16rs.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb120.16rs.v2",
        "family_label": "Standard Hb120 16rs V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.16rs.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb120 16rs V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb120.16rs.v3": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb120.16rs.v3",
        "family_label": "Standard Hb120 16rs V3 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.16rs.v3"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb120 16rs V3 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb120.32rs.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb120.32rs.v2",
        "family_label": "Standard Hb120 32rs V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.32rs.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb120 32rs V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb120.32rs.v3": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb120.32rs.v3",
        "family_label": "Standard Hb120 32rs V3 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.32rs.v3"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb120 32rs V3 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb120.64rs.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb120.64rs.v2",
        "family_label": "Standard Hb120 64rs V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.64rs.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb120 64rs V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb120.64rs.v3": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb120.64rs.v3",
        "family_label": "Standard Hb120 64rs V3 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.64rs.v3"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb120 64rs V3 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb120.96rs.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb120.96rs.v2",
        "family_label": "Standard Hb120 96rs V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.96rs.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb120 96rs V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb120.96rs.v3": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb120.96rs.v3",
        "family_label": "Standard Hb120 96rs V3 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.96rs.v3"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb120 96rs V3 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb120rs.v2": {
        "differentiators": [
          "The name encodes 120 vCPUs.",
          "r = RDMA in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:HB:v2",
        "family_label": "HBv2-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 120 vCPUs, RDMA, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/hb-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_HB120rs_v2 is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_HB120rs_v2 - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.hb120rs.v3": {
        "differentiators": [
          "The name encodes 120 vCPUs.",
          "r = RDMA in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:HB:v3",
        "family_label": "HBv3-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 120 vCPUs, RDMA, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/hb-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_HB120rs_v3 is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_HB120rs_v3 - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.hb176.144rs.v4": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb176.144rs.v4",
        "family_label": "Standard Hb176 144rs V4 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb176.144rs.v4"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb176 144rs V4 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb176.24rs.v4": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb176.24rs.v4",
        "family_label": "Standard Hb176 24rs V4 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb176.24rs.v4"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb176 24rs V4 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb176.48rs.v4": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb176.48rs.v4",
        "family_label": "Standard Hb176 48rs V4 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb176.48rs.v4"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb176 48rs V4 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb176.96rs.v4": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb176.96rs.v4",
        "family_label": "Standard Hb176 96rs V4 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb176.96rs.v4"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb176 96rs V4 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb176rs.v4": {
        "differentiators": [
          "The name encodes 176 vCPUs.",
          "r = RDMA in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:HB:v4",
        "family_label": "HBv4-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 176 vCPUs, RDMA, premium SSD capable, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/hb-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_HB176rs_v4 is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_HB176rs_v4 - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.hb368.144rs.v5": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb368.144rs.v5",
        "family_label": "Standard Hb368 144rs V5 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.144rs.v5"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb368 144rs V5 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb368.192rs.v5": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb368.192rs.v5",
        "family_label": "Standard Hb368 192rs V5 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.192rs.v5"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb368 192rs V5 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb368.240rs.v5": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb368.240rs.v5",
        "family_label": "Standard Hb368 240rs V5 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.240rs.v5"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb368 240rs V5 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb368.288rs.v5": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb368.288rs.v5",
        "family_label": "Standard Hb368 288rs V5 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.288rs.v5"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb368 288rs V5 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb368.336rs.v5": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb368.336rs.v5",
        "family_label": "Standard Hb368 336rs V5 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.336rs.v5"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb368 336rs V5 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb368.48rs.v5": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb368.48rs.v5",
        "family_label": "Standard Hb368 48rs V5 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.48rs.v5"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb368 48rs V5 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb368.96rs.v5": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb368.96rs.v5",
        "family_label": "Standard Hb368 96rs V5 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.96rs.v5"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb368 96rs V5 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb368rs.v5": {
        "differentiators": [
          "The name encodes 368 vCPUs.",
          "r = RDMA in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:HB:v5",
        "family_label": "HBv5-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 368 vCPUs, RDMA, premium SSD capable, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/hb-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_HB368rs_v5 is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_HB368rs_v5 - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.hb60.15rs": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb60.15rs",
        "family_label": "Standard Hb60 15rs VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb60.15rs"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb60 15rs VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb60.30rs": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb60.30rs",
        "family_label": "Standard Hb60 30rs VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb60.30rs"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb60 30rs VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb60.45rs": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hb60.45rs",
        "family_label": "Standard Hb60 45rs VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb60.45rs"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hb60 45rs VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hb60rs": {
        "differentiators": [
          "The name encodes 60 vCPUs.",
          "r = RDMA in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention."
        ],
        "family_key": "vm:HB:unknown",
        "family_label": "HBunknown-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 60 vCPUs, RDMA, premium SSD capable",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/hb-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_HB60rs is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_HB60rs - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.hc44.16rs": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hc44.16rs",
        "family_label": "Standard Hc44 16rs VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hc44.16rs"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hc44 16rs VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hc44.32rs": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hc44.32rs",
        "family_label": "Standard Hc44 32rs VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hc44.32rs"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hc44 32rs VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hc44rs": {
        "differentiators": [
          "The name encodes 44 vCPUs.",
          "r = RDMA in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention."
        ],
        "family_key": "vm:HC:unknown",
        "family_label": "HCunknown-series \u00b7 high performance compute",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "High performance compute, 44 vCPUs, RDMA, premium SSD capable",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "High performance compute family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/high-performance-compute/hc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_HC44rs is a high performance compute VM size decoded from Azure's naming convention.",
        "title": "Standard_HC44rs - High performance compute VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.hx176.144rs": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hx176.144rs",
        "family_label": "Standard Hx176 144rs VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hx176.144rs"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hx176 144rs VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hx176.24rs": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hx176.24rs",
        "family_label": "Standard Hx176 24rs VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hx176.24rs"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hx176 24rs VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hx176.48rs": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hx176.48rs",
        "family_label": "Standard Hx176 48rs VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hx176.48rs"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hx176 48rs VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hx176.96rs": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hx176.96rs",
        "family_label": "Standard Hx176 96rs VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hx176.96rs"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hx176 96rs VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.hx176rs": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.hx176rs",
        "family_label": "Standard Hx176rs VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hx176rs"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Hx176rs VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.internal.nd80sr.ms.v1": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.internal.nd80sr.ms.v1",
        "family_label": "Standard Internal Nd80sr Ms V1 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.internal.nd80sr.ms.v1"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Internal Nd80sr Ms V1 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.l16s": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "s = premium SSD capable in the documented naming convention."
        ],
        "family_key": "vm:L:unknown",
        "family_label": "Lunknown-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 16 vCPUs, premium SSD capable",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L16s is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L16s - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l16s.v2": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:L:v2",
        "family_label": "Lv2-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 16 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L16s_v2 is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L16s_v2 - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l16s.v4": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:L:v4",
        "family_label": "Lv4-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 16 vCPUs, premium SSD capable, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L16s_v4 is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L16s_v4 - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l2s.v4": {
        "differentiators": [
          "The name encodes 2 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:L:v4",
        "family_label": "Lv4-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 2 vCPUs, premium SSD capable, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L2s_v4 is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L2s_v4 - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l32s": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "s = premium SSD capable in the documented naming convention."
        ],
        "family_key": "vm:L:unknown",
        "family_label": "Lunknown-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 32 vCPUs, premium SSD capable",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L32s is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L32s - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l32s.v2": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:L:v2",
        "family_label": "Lv2-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 32 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L32s_v2 is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L32s_v2 - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l32s.v4": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:L:v4",
        "family_label": "Lv4-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 32 vCPUs, premium SSD capable, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L32s_v4 is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L32s_v4 - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l48s.v2": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:L:v2",
        "family_label": "Lv2-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 48 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L48s_v2 is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L48s_v2 - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l48s.v4": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:L:v4",
        "family_label": "Lv4-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 48 vCPUs, premium SSD capable, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L48s_v4 is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L48s_v4 - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l4s": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "s = premium SSD capable in the documented naming convention."
        ],
        "family_key": "vm:L:unknown",
        "family_label": "Lunknown-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 4 vCPUs, premium SSD capable",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L4s is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L4s - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l4s.v4": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:L:v4",
        "family_label": "Lv4-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 4 vCPUs, premium SSD capable, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L4s_v4 is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L4s_v4 - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l64s.v2": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:L:v2",
        "family_label": "Lv2-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 64 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L64s_v2 is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L64s_v2 - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l64s.v4": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:L:v4",
        "family_label": "Lv4-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 64 vCPUs, premium SSD capable, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L64s_v4 is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L64s_v4 - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l80s.v2": {
        "differentiators": [
          "The name encodes 80 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:L:v2",
        "family_label": "Lv2-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 80 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L80s_v2 is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L80s_v2 - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l80s.v4": {
        "differentiators": [
          "The name encodes 80 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:L:v4",
        "family_label": "Lv4-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 80 vCPUs, premium SSD capable, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L80s_v4 is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L80s_v4 - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l8s": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "s = premium SSD capable in the documented naming convention."
        ],
        "family_key": "vm:L:unknown",
        "family_label": "Lunknown-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 8 vCPUs, premium SSD capable",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L8s is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L8s - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l8s.v2": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:L:v2",
        "family_label": "Lv2-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 8 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L8s_v2 is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L8s_v2 - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l8s.v4": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:L:v4",
        "family_label": "Lv4-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 8 vCPUs, premium SSD capable, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L8s_v4 is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L8s_v4 - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.l96s.v4": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:L:v4",
        "family_label": "Lv4-series \u00b7 storage optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Storage optimized, 96 vCPUs, premium SSD capable, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Storage optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/storage-optimized/l-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_L96s_v4 is a storage optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_L96s_v4 - Storage optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m128dms.v2": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 128 vCPUs, local temp disk, memory intensive, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M128dms_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M128dms_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m128ds.v2": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 128 vCPUs, local temp disk, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M128ds_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M128ds_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m128ms.v2": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 128 vCPUs, memory intensive, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M128ms_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M128ms_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m128s.v2": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 128 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M128s_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M128s_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m192idms.v2": {
        "differentiators": [
          "The name encodes 192 vCPUs.",
          "i = isolated in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 192 vCPUs, isolated, local temp disk, memory intensive, Premium SSD, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M192idms_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M192idms_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m192ids.v2": {
        "differentiators": [
          "The name encodes 192 vCPUs.",
          "i = isolated in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 192 vCPUs, isolated, local temp disk, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M192ids_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M192ids_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m192ims.v2": {
        "differentiators": [
          "The name encodes 192 vCPUs.",
          "i = isolated in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 192 vCPUs, isolated, memory intensive, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M192ims_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M192ims_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m192is.v2": {
        "differentiators": [
          "The name encodes 192 vCPUs.",
          "i = isolated in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 192 vCPUs, isolated, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M192is_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M192is_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m208ms.v2": {
        "differentiators": [
          "The name encodes 208 vCPUs.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 208 vCPUs, memory intensive, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M208ms_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M208ms_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m208s.v2": {
        "differentiators": [
          "The name encodes 208 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 208 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M208s_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M208s_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m32dms.v2": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 32 vCPUs, local temp disk, memory intensive, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M32dms_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M32dms_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m32ms.v2": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 32 vCPUs, memory intensive, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M32ms_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M32ms_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m416.208ms.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.m416.208ms.v2",
        "family_label": "Standard M416 208ms V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.m416.208ms.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard M416 208ms V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.m416.208s.v2": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.m416.208s.v2",
        "family_label": "Standard M416 208s V2 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.m416.208s.v2"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard M416 208s V2 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.m416ds.10.v3": {
        "differentiators": [
          "The name encodes 416 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 10.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:M:v3",
        "family_label": "Mv3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 416 vCPUs, local temp disk, premium SSD capable, 10, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M416ds_10_v3 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M416ds_10_v3 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m416ds.12.v3": {
        "differentiators": [
          "The name encodes 416 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 12.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:M:v3",
        "family_label": "Mv3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 416 vCPUs, local temp disk, premium SSD capable, 12, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M416ds_12_v3 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M416ds_12_v3 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m416ds.6.v3": {
        "differentiators": [
          "The name encodes 416 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 6.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:M:v3",
        "family_label": "Mv3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 416 vCPUs, local temp disk, premium SSD capable, 6, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M416ds_6_v3 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M416ds_6_v3 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m416ds.8.v3": {
        "differentiators": [
          "The name encodes 416 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 8.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:M:v3",
        "family_label": "Mv3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 416 vCPUs, local temp disk, premium SSD capable, 8, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M416ds_8_v3 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M416ds_8_v3 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m416ds.9.v3": {
        "differentiators": [
          "The name encodes 416 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 9.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:M:v3",
        "family_label": "Mv3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 416 vCPUs, local temp disk, premium SSD capable, 9, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M416ds_9_v3 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M416ds_9_v3 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m416ms.v2": {
        "differentiators": [
          "The name encodes 416 vCPUs.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 416 vCPUs, memory intensive, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M416ms_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M416ms_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m416s.10.v2": {
        "differentiators": [
          "The name encodes 416 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 10.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 416 vCPUs, premium SSD capable, 10, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M416s_10_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M416s_10_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m416s.10.v3": {
        "differentiators": [
          "The name encodes 416 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 10.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:M:v3",
        "family_label": "Mv3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 416 vCPUs, premium SSD capable, 10, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M416s_10_v3 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M416s_10_v3 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m416s.12.v3": {
        "differentiators": [
          "The name encodes 416 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 12.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:M:v3",
        "family_label": "Mv3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 416 vCPUs, premium SSD capable, 12, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M416s_12_v3 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M416s_12_v3 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m416s.6.v3": {
        "differentiators": [
          "The name encodes 416 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 6.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:M:v3",
        "family_label": "Mv3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 416 vCPUs, premium SSD capable, 6, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M416s_6_v3 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M416s_6_v3 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m416s.8.v2": {
        "differentiators": [
          "The name encodes 416 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 8.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 416 vCPUs, premium SSD capable, 8, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M416s_8_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M416s_8_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m416s.8.v3": {
        "differentiators": [
          "The name encodes 416 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 8.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:M:v3",
        "family_label": "Mv3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 416 vCPUs, premium SSD capable, 8, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M416s_8_v3 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M416s_8_v3 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m416s.9.v2": {
        "differentiators": [
          "The name encodes 416 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 9.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 416 vCPUs, premium SSD capable, 9, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M416s_9_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M416s_9_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m416s.9.v3": {
        "differentiators": [
          "The name encodes 416 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 9.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:M:v3",
        "family_label": "Mv3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 416 vCPUs, premium SSD capable, 9, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M416s_9_v3 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M416s_9_v3 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m416s.v2": {
        "differentiators": [
          "The name encodes 416 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 416 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M416s_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M416s_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m624ds.12.v3": {
        "differentiators": [
          "The name encodes 624 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 12.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:M:v3",
        "family_label": "Mv3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 624 vCPUs, local temp disk, premium SSD capable, 12, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M624ds_12_v3 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M624ds_12_v3 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m624s.12.v3": {
        "differentiators": [
          "The name encodes 624 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 12.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:M:v3",
        "family_label": "Mv3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 624 vCPUs, premium SSD capable, 12, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M624s_12_v3 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M624s_12_v3 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m64dms.v2": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 64 vCPUs, local temp disk, memory intensive, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M64dms_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M64dms_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m64ds.v2": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 64 vCPUs, local temp disk, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M64ds_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M64ds_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m64ms.v2": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 64 vCPUs, memory intensive, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M64ms_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M64ms_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m64s.v2": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:M:v2",
        "family_label": "Mv2-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 64 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M64s_v2 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M64s_v2 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m832ds.12.v3": {
        "differentiators": [
          "The name encodes 832 vCPUs.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 12.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:M:v3",
        "family_label": "Mv3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 832 vCPUs, local temp disk, premium SSD capable, 12, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M832ds_12_v3 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M832ds_12_v3 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m832ids.16.v3": {
        "differentiators": [
          "The name encodes 832 vCPUs.",
          "i = isolated in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 16.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:M:v3",
        "family_label": "Mv3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 832 vCPUs, isolated, local temp disk, premium SSD capable, 16, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M832ids_16_v3 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M832ids_16_v3 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m832is.16.v3": {
        "differentiators": [
          "The name encodes 832 vCPUs.",
          "i = isolated in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 16.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:M:v3",
        "family_label": "Mv3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 832 vCPUs, isolated, premium SSD capable, 16, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M832is_16_v3 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M832is_16_v3 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.m832s.12.v3": {
        "differentiators": [
          "The name encodes 832 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker 12.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:M:v3",
        "family_label": "Mv3-series \u00b7 memory optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Large-memory optimized, 832 vCPUs, premium SSD capable, 12, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Large-memory optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/m-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_M832s_12_v3 is a large-memory optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_M832s_12_v3 - Large-memory optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc12": {
        "differentiators": [
          "The name encodes 12 vCPUs."
        ],
        "family_key": "vm:NC:unknown",
        "family_label": "NCunknown-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 12 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC12 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC12 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc12.promo": {
        "differentiators": [
          "The name encodes 12 vCPUs.",
          "The name includes accelerator or memory marker PROMO."
        ],
        "family_key": "vm:NC:unknown",
        "family_label": "NCunknown-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 12 vCPUs, PROMO",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC12_PROMO is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC12_PROMO - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc12s.v2": {
        "differentiators": [
          "The name encodes 12 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:NC:v2",
        "family_label": "NCv2-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 12 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC12s_v2 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC12s_v2 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc12s.v3": {
        "differentiators": [
          "The name encodes 12 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:NC:v3",
        "family_label": "NCv3-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 12 vCPUs, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC12s_v3 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC12s_v3 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc16ads.a10.v4": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A10.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:NC:v4",
        "family_label": "NCv4-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 16 vCPUs, AMD-based, local temp disk, premium SSD capable, A10, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC16ads_A10_v4 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC16ads_A10_v4 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc16as.t4.v3": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker T4.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:NC:v3",
        "family_label": "NCv3-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 16 vCPUs, AMD-based, premium SSD capable, T4, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC16as_T4_v3 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC16as_T4_v3 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc24": {
        "differentiators": [
          "The name encodes 24 vCPUs."
        ],
        "family_key": "vm:NC:unknown",
        "family_label": "NCunknown-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 24 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC24 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC24 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc24.promo": {
        "differentiators": [
          "The name encodes 24 vCPUs.",
          "The name includes accelerator or memory marker PROMO."
        ],
        "family_key": "vm:NC:unknown",
        "family_label": "NCunknown-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 24 vCPUs, PROMO",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC24_PROMO is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC24_PROMO - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc24ads.a100.v4": {
        "differentiators": [
          "The name encodes 24 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A100.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:NC:v4",
        "family_label": "NCv4-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 24 vCPUs, AMD-based, local temp disk, premium SSD capable, A100, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC24ads_A100_v4 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC24ads_A100_v4 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc24r": {
        "differentiators": [
          "The name encodes 24 vCPUs.",
          "r = RDMA in the documented naming convention."
        ],
        "family_key": "vm:NC:unknown",
        "family_label": "NCunknown-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 24 vCPUs, RDMA",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC24r is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC24r - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc24r.promo": {
        "differentiators": [
          "The name encodes 24 vCPUs.",
          "r = RDMA in the documented naming convention.",
          "The name includes accelerator or memory marker PROMO."
        ],
        "family_key": "vm:NC:unknown",
        "family_label": "NCunknown-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 24 vCPUs, RDMA, PROMO",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC24r_PROMO is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC24r_PROMO - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc24rs.v2": {
        "differentiators": [
          "The name encodes 24 vCPUs.",
          "r = RDMA in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:NC:v2",
        "family_label": "NCv2-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 24 vCPUs, RDMA, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC24rs_v2 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC24rs_v2 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc24rs.v3": {
        "differentiators": [
          "The name encodes 24 vCPUs.",
          "r = RDMA in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:NC:v3",
        "family_label": "NCv3-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 24 vCPUs, RDMA, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC24rs_v3 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC24rs_v3 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc24s.v2": {
        "differentiators": [
          "The name encodes 24 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:NC:v2",
        "family_label": "NCv2-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 24 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC24s_v2 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC24s_v2 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc24s.v3": {
        "differentiators": [
          "The name encodes 24 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:NC:v3",
        "family_label": "NCv3-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 24 vCPUs, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC24s_v3 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC24s_v3 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc32ads.a10.v4": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A10.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:NC:v4",
        "family_label": "NCv4-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 32 vCPUs, AMD-based, local temp disk, premium SSD capable, A10, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC32ads_A10_v4 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC32ads_A10_v4 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc40ads.h100.v5": {
        "differentiators": [
          "The name encodes 40 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker H100.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:NC:v5",
        "family_label": "NCv5-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 40 vCPUs, AMD-based, local temp disk, premium SSD capable, H100, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC40ads_H100_v5 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC40ads_H100_v5 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc48ads.a100.v4": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A100.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:NC:v4",
        "family_label": "NCv4-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 48 vCPUs, AMD-based, local temp disk, premium SSD capable, A100, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC48ads_A100_v4 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC48ads_A100_v4 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc4as.t4.v3": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker T4.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:NC:v3",
        "family_label": "NCv3-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 4 vCPUs, AMD-based, premium SSD capable, T4, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC4as_T4_v3 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC4as_T4_v3 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc6": {
        "differentiators": [
          "The name encodes 6 vCPUs."
        ],
        "family_key": "vm:NC:unknown",
        "family_label": "NCunknown-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 6 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC6 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC6 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc6.promo": {
        "differentiators": [
          "The name encodes 6 vCPUs.",
          "The name includes accelerator or memory marker PROMO."
        ],
        "family_key": "vm:NC:unknown",
        "family_label": "NCunknown-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 6 vCPUs, PROMO",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC6_PROMO is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC6_PROMO - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc64as.t4.v3": {
        "differentiators": [
          "The name encodes 64 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker T4.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:NC:v3",
        "family_label": "NCv3-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 64 vCPUs, AMD-based, premium SSD capable, T4, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC64as_T4_v3 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC64as_T4_v3 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc6s.v2": {
        "differentiators": [
          "The name encodes 6 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:NC:v2",
        "family_label": "NCv2-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 6 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC6s_v2 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC6s_v2 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc6s.v3": {
        "differentiators": [
          "The name encodes 6 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:NC:v3",
        "family_label": "NCv3-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 6 vCPUs, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC6s_v3 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC6s_v3 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc80adis.h100.v5": {
        "differentiators": [
          "The name encodes 80 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "i = isolated in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker H100.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:NC:v5",
        "family_label": "NCv5-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 80 vCPUs, AMD-based, local temp disk, isolated, premium SSD capable, H100, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC80adis_H100_v5 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC80adis_H100_v5 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc8ads.a10.v4": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A10.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:NC:v4",
        "family_label": "NCv4-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 8 vCPUs, AMD-based, local temp disk, premium SSD capable, A10, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC8ads_A10_v4 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC8ads_A10_v4 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc8as.t4.v3": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker T4.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:NC:v3",
        "family_label": "NCv3-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 8 vCPUs, AMD-based, premium SSD capable, T4, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC8as_T4_v3 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC8as_T4_v3 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nc96ads.a100.v4": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A100.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:NC:v4",
        "family_label": "NCv4-series \u00b7 gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU compute optimized, 96 vCPUs, AMD-based, local temp disk, premium SSD capable, A100, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NC96ads_A100_v4 is a gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NC96ads_A100_v4 - GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ncc40ads.h100.v5": {
        "differentiators": [
          "The name encodes 40 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker H100.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:NCC:v5",
        "family_label": "NCCv5-series \u00b7 confidential gpu compute optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "Confidential GPU compute optimized, 40 vCPUs, AMD-based, local temp disk, Premium SSD, H100, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "Confidential GPU compute optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nc-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NCC40ads_H100_v5 is a confidential gpu compute optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NCC40ads_H100_v5 - Confidential GPU compute optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nd128isr.gb300.v6": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "i = isolated in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "r = RDMA in the documented naming convention.",
          "The name includes accelerator or memory marker GB300.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:ND:v6",
        "family_label": "NDv6-series \u00b7 gpu ai training optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU AI training optimized, 128 vCPUs, isolated, premium SSD capable, RDMA, GB300, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU AI training optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nd-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_ND128isr_GB300_v6 is a gpu ai training optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_ND128isr_GB300_v6 - GPU AI training optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nd128isr.ndr.gb200.v6": {
        "differentiators": [
          "The name encodes 128 vCPUs.",
          "i = isolated in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "r = RDMA in the documented naming convention.",
          "The name includes accelerator or memory marker NDR, GB200.",
          "The name identifies VM family-series version v6."
        ],
        "family_key": "vm:ND:v6",
        "family_label": "NDv6-series \u00b7 gpu ai training optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU AI training optimized, 128 vCPUs, isolated, premium SSD capable, RDMA, NDR, GB200, v6",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU AI training optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nd-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_ND128isr_NDR_GB200_v6 is a gpu ai training optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_ND128isr_NDR_GB200_v6 - GPU AI training optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nd128isrg5.gb300.v6": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.nd128isrg5.gb300.v6",
        "family_label": "Standard Nd128isrg5 Gb300 V6 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nd128isrg5.gb300.v6"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Nd128isrg5 Gb300 V6 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.nd12s": {
        "differentiators": [
          "The name encodes 12 vCPUs.",
          "s = premium SSD capable in the documented naming convention."
        ],
        "family_key": "vm:ND:unknown",
        "family_label": "NDunknown-series \u00b7 gpu ai training optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU AI training optimized, 12 vCPUs, premium SSD capable",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU AI training optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nd-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_ND12s is a gpu ai training optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_ND12s - GPU AI training optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nd24rs": {
        "differentiators": [
          "The name encodes 24 vCPUs.",
          "r = RDMA in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention."
        ],
        "family_key": "vm:ND:unknown",
        "family_label": "NDunknown-series \u00b7 gpu ai training optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU AI training optimized, 24 vCPUs, RDMA, premium SSD capable",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU AI training optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nd-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_ND24rs is a gpu ai training optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_ND24rs - GPU AI training optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nd24s": {
        "differentiators": [
          "The name encodes 24 vCPUs.",
          "s = premium SSD capable in the documented naming convention."
        ],
        "family_key": "vm:ND:unknown",
        "family_label": "NDunknown-series \u00b7 gpu ai training optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU AI training optimized, 24 vCPUs, premium SSD capable",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU AI training optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nd-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_ND24s is a gpu ai training optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_ND24s - GPU AI training optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nd40rs.v2": {
        "differentiators": [
          "The name encodes 40 vCPUs.",
          "r = RDMA in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:ND:v2",
        "family_label": "NDv2-series \u00b7 gpu ai training optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU AI training optimized, 40 vCPUs, RDMA, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU AI training optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nd-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_ND40rs_v2 is a gpu ai training optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_ND40rs_v2 - GPU AI training optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nd40s.v3": {
        "differentiators": [
          "The name encodes 40 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:ND:v3",
        "family_label": "NDv3-series \u00b7 gpu ai training optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU AI training optimized, 40 vCPUs, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU AI training optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nd-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_ND40s_v3 is a gpu ai training optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_ND40s_v3 - GPU AI training optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nd6s": {
        "differentiators": [
          "The name encodes 6 vCPUs.",
          "s = premium SSD capable in the documented naming convention."
        ],
        "family_key": "vm:ND:unknown",
        "family_label": "NDunknown-series \u00b7 gpu ai training optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU AI training optimized, 6 vCPUs, premium SSD capable",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU AI training optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nd-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_ND6s is a gpu ai training optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_ND6s - GPU AI training optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nd96amsr.a100.v4": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "r = RDMA in the documented naming convention.",
          "The name includes accelerator or memory marker A100.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:ND:v4",
        "family_label": "NDv4-series \u00b7 gpu ai training optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU AI training optimized, 96 vCPUs, AMD-based, memory intensive, Premium SSD, RDMA, A100, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU AI training optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nd-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_ND96amsr_A100_v4 is a gpu ai training optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_ND96amsr_A100_v4 - GPU AI training optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nd96asr.v4": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "r = RDMA in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:ND:v4",
        "family_label": "NDv4-series \u00b7 gpu ai training optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU AI training optimized, 96 vCPUs, AMD-based, premium SSD capable, RDMA, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU AI training optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nd-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_ND96asr_v4 is a gpu ai training optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_ND96asr_v4 - GPU AI training optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nd96is.h100.v5": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "i = isolated in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker H100.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:ND:v5",
        "family_label": "NDv5-series \u00b7 gpu ai training optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU AI training optimized, 96 vCPUs, isolated, premium SSD capable, H100, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU AI training optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nd-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_ND96is_H100_v5 is a gpu ai training optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_ND96is_H100_v5 - GPU AI training optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nd96is.mi300x.v5": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "i = isolated in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker MI300X.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:ND:v5",
        "family_label": "NDv5-series \u00b7 gpu ai training optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU AI training optimized, 96 vCPUs, isolated, premium SSD capable, MI300X, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU AI training optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nd-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_ND96is_MI300X_v5 is a gpu ai training optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_ND96is_MI300X_v5 - GPU AI training optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nd96isr.h100.v5": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "i = isolated in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "r = RDMA in the documented naming convention.",
          "The name includes accelerator or memory marker H100.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:ND:v5",
        "family_label": "NDv5-series \u00b7 gpu ai training optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU AI training optimized, 96 vCPUs, isolated, premium SSD capable, RDMA, H100, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU AI training optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nd-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_ND96isr_H100_v5 is a gpu ai training optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_ND96isr_H100_v5 - GPU AI training optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nd96isr.h200.v5": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "i = isolated in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "r = RDMA in the documented naming convention.",
          "The name includes accelerator or memory marker H200.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:ND:v5",
        "family_label": "NDv5-series \u00b7 gpu ai training optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU AI training optimized, 96 vCPUs, isolated, premium SSD capable, RDMA, H200, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU AI training optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nd-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_ND96isr_H200_v5 is a gpu ai training optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_ND96isr_H200_v5 - GPU AI training optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nd96isr.mi300x.v5": {
        "differentiators": [
          "The name encodes 96 vCPUs.",
          "i = isolated in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "r = RDMA in the documented naming convention.",
          "The name includes accelerator or memory marker MI300X.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:ND:v5",
        "family_label": "NDv5-series \u00b7 gpu ai training optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU AI training optimized, 96 vCPUs, isolated, premium SSD capable, RDMA, MI300X, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU AI training optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nd-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_ND96isr_MI300X_v5 is a gpu ai training optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_ND96isr_MI300X_v5 - GPU AI training optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.ng16ads.v620.v1": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.ng16ads.v620.v1",
        "family_label": "Standard Ng16ads V620 V1 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ng16ads.v620.v1"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Ng16ads V620 V1 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.ng32adms.v620.v1": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.ng32adms.v620.v1",
        "family_label": "Standard Ng32adms V620 V1 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ng32adms.v620.v1"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Ng32adms V620 V1 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.ng32ads.v620.v1": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.ng32ads.v620.v1",
        "family_label": "Standard Ng32ads V620 V1 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ng32ads.v620.v1"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Ng32ads V620 V1 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.ng8ads.v620.v1": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.ng8ads.v620.v1",
        "family_label": "Standard Ng8ads V620 V1 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ng8ads.v620.v1"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Ng8ads V620 V1 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.np10s": {
        "differentiators": [
          "The name encodes 10 vCPUs.",
          "s = premium SSD capable in the documented naming convention."
        ],
        "family_key": "vm:NP:unknown",
        "family_label": "NPunknown-series \u00b7 fpga accelerated",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "FPGA accelerated, 10 vCPUs, premium SSD capable",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "FPGA accelerated family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/fpga-accelerated/np-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NP10s is a fpga accelerated VM size decoded from Azure's naming convention.",
        "title": "Standard_NP10s - FPGA accelerated VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.np20s": {
        "differentiators": [
          "The name encodes 20 vCPUs.",
          "s = premium SSD capable in the documented naming convention."
        ],
        "family_key": "vm:NP:unknown",
        "family_label": "NPunknown-series \u00b7 fpga accelerated",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "FPGA accelerated, 20 vCPUs, premium SSD capable",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "FPGA accelerated family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/fpga-accelerated/np-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NP20s is a fpga accelerated VM size decoded from Azure's naming convention.",
        "title": "Standard_NP20s - FPGA accelerated VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.np40s": {
        "differentiators": [
          "The name encodes 40 vCPUs.",
          "s = premium SSD capable in the documented naming convention."
        ],
        "family_key": "vm:NP:unknown",
        "family_label": "NPunknown-series \u00b7 fpga accelerated",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "FPGA accelerated, 40 vCPUs, premium SSD capable",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "FPGA accelerated family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/fpga-accelerated/np-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NP40s is a fpga accelerated VM size decoded from Azure's naming convention.",
        "title": "Standard_NP40s - FPGA accelerated VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv10ads.a10.v5": {
        "differentiators": [
          "The name encodes 10 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A10.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:NV:v5",
        "family_label": "NVv5-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 10 vCPUs, AMD-based, local temp disk, premium SSD capable, A10, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV10ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV10ads_A10_v5 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv12": {
        "differentiators": [
          "The name encodes 12 vCPUs."
        ],
        "family_key": "vm:NV:unknown",
        "family_label": "NVunknown-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 12 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV12 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV12 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv12.promo": {
        "differentiators": [
          "The name encodes 12 vCPUs.",
          "The name includes accelerator or memory marker PROMO."
        ],
        "family_key": "vm:NV:unknown",
        "family_label": "NVunknown-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 12 vCPUs, PROMO",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV12_PROMO is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV12_PROMO - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv12ads.a10.v5": {
        "differentiators": [
          "The name encodes 12 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A10.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:NV:v5",
        "family_label": "NVv5-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 12 vCPUs, AMD-based, local temp disk, premium SSD capable, A10, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV12ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV12ads_A10_v5 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv12ads.v710.v5": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.nv12ads.v710.v5",
        "family_label": "Standard Nv12ads V710 V5 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv12ads.v710.v5"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Nv12ads V710 V5 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.nv12s.v2": {
        "differentiators": [
          "The name encodes 12 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:NV:v2",
        "family_label": "NVv2-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 12 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV12s_v2 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv12s.v3": {
        "differentiators": [
          "The name encodes 12 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:NV:v3",
        "family_label": "NVv3-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 12 vCPUs, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV12s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV12s_v3 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv16as.v4": {
        "differentiators": [
          "The name encodes 16 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:NV:v4",
        "family_label": "NVv4-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 16 vCPUs, AMD-based, premium SSD capable, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV16as_v4 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV16as_v4 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv18ads.a10.v5": {
        "differentiators": [
          "The name encodes 18 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A10.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:NV:v5",
        "family_label": "NVv5-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 18 vCPUs, AMD-based, local temp disk, premium SSD capable, A10, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV18ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV18ads_A10_v5 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv20adms.a10.v5": {
        "differentiators": [
          "The name encodes 20 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A10.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:NV:v5",
        "family_label": "NVv5-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 20 vCPUs, AMD-based, local temp disk, memory intensive, Premium SSD,",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV20adms_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV20adms_A10_v5 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv20ads.a10.v5": {
        "differentiators": [
          "The name encodes 20 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A10.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:NV:v5",
        "family_label": "NVv5-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 20 vCPUs, AMD-based, local temp disk, premium SSD capable, A10, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV20ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV20ads_A10_v5 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv24": {
        "differentiators": [
          "The name encodes 24 vCPUs."
        ],
        "family_key": "vm:NV:unknown",
        "family_label": "NVunknown-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 24 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV24 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV24 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv24.promo": {
        "differentiators": [
          "The name encodes 24 vCPUs.",
          "The name includes accelerator or memory marker PROMO."
        ],
        "family_key": "vm:NV:unknown",
        "family_label": "NVunknown-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 24 vCPUs, PROMO",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV24_PROMO is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV24_PROMO - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv24ads.v710.v5": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.nv24ads.v710.v5",
        "family_label": "Standard Nv24ads V710 V5 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv24ads.v710.v5"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Nv24ads V710 V5 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.nv24s.v2": {
        "differentiators": [
          "The name encodes 24 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:NV:v2",
        "family_label": "NVv2-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 24 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV24s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV24s_v2 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv24s.v3": {
        "differentiators": [
          "The name encodes 24 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:NV:v3",
        "family_label": "NVv3-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 24 vCPUs, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV24s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV24s_v3 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv28adms.v710.v5": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.nv28adms.v710.v5",
        "family_label": "Standard Nv28adms V710 V5 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv28adms.v710.v5"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Nv28adms V710 V5 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.nv28ads.v710.v5": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.nv28ads.v710.v5",
        "family_label": "Standard Nv28ads V710 V5 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv28ads.v710.v5"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Nv28ads V710 V5 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.nv30adms.a10.v5": {
        "differentiators": [
          "The name encodes 30 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A10.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:NV:v5",
        "family_label": "NVv5-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 30 vCPUs, AMD-based, local temp disk, memory intensive, Premium SSD,",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV30adms_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV30adms_A10_v5 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv30ads.a10.v5": {
        "differentiators": [
          "The name encodes 30 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A10.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:NV:v5",
        "family_label": "NVv5-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 30 vCPUs, AMD-based, local temp disk, premium SSD capable, A10, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV30ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV30ads_A10_v5 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv32as.v4": {
        "differentiators": [
          "The name encodes 32 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:NV:v4",
        "family_label": "NVv4-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 32 vCPUs, AMD-based, premium SSD capable, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV32as_v4 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV32as_v4 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv36adms.a10.v5": {
        "differentiators": [
          "The name encodes 36 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "m = memory intensive in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A10.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:NV:v5",
        "family_label": "NVv5-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 36 vCPUs, AMD-based, local temp disk, memory intensive, Premium SSD,",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV36adms_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV36adms_A10_v5 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv36ads.a10.v5": {
        "differentiators": [
          "The name encodes 36 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A10.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:NV:v5",
        "family_label": "NVv5-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 36 vCPUs, AMD-based, local temp disk, premium SSD capable, A10, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV36ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV36ads_A10_v5 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv40ads.a10.v5": {
        "differentiators": [
          "The name encodes 40 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A10.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:NV:v5",
        "family_label": "NVv5-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 40 vCPUs, AMD-based, local temp disk, premium SSD capable, A10, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV40ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV40ads_A10_v5 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv48s.v3": {
        "differentiators": [
          "The name encodes 48 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v3."
        ],
        "family_key": "vm:NV:v3",
        "family_label": "NVv3-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 48 vCPUs, premium SSD capable, v3",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV48s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV48s_v3 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv4ads.a10.v5": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A10.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:NV:v5",
        "family_label": "NVv5-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 4 vCPUs, AMD-based, local temp disk, premium SSD capable, A10, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV4ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV4ads_A10_v5 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv4ads.v710.v5": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.nv4ads.v710.v5",
        "family_label": "Standard Nv4ads V710 V5 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv4ads.v710.v5"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Nv4ads V710 V5 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.nv4as.v4": {
        "differentiators": [
          "The name encodes 4 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:NV:v4",
        "family_label": "NVv4-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 4 vCPUs, AMD-based, premium SSD capable, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV4as_v4 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV4as_v4 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv6": {
        "differentiators": [
          "The name encodes 6 vCPUs."
        ],
        "family_key": "vm:NV:unknown",
        "family_label": "NVunknown-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 6 vCPUs",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV6 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV6 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv6.promo": {
        "differentiators": [
          "The name encodes 6 vCPUs.",
          "The name includes accelerator or memory marker PROMO."
        ],
        "family_key": "vm:NV:unknown",
        "family_label": "NVunknown-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 6 vCPUs, PROMO",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV6_PROMO is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV6_PROMO - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv6ads.a10.v5": {
        "differentiators": [
          "The name encodes 6 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A10.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:NV:v5",
        "family_label": "NVv5-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 6 vCPUs, AMD-based, local temp disk, premium SSD capable, A10, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV6ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV6ads_A10_v5 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv6s.v2": {
        "differentiators": [
          "The name encodes 6 vCPUs.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v2."
        ],
        "family_key": "vm:NV:v2",
        "family_label": "NVv2-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 6 vCPUs, premium SSD capable, v2",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV6s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV6s_v2 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv72ads.a10.v5": {
        "differentiators": [
          "The name encodes 72 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "d = local temp disk in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name includes accelerator or memory marker A10.",
          "The name identifies VM family-series version v5."
        ],
        "family_key": "vm:NV:v5",
        "family_label": "NVv5-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 72 vCPUs, AMD-based, local temp disk, premium SSD capable, A10, v5",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV72ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV72ads_A10_v5 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.nv8ads.v710.v5": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.nv8ads.v710.v5",
        "family_label": "Standard Nv8ads V710 V5 VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv8ads.v710.v5"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Nv8ads V710 V5 VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      },
      "vmSkus.standard.nv8as.v4": {
        "differentiators": [
          "The name encodes 8 vCPUs.",
          "a = AMD-based in the documented naming convention.",
          "s = premium SSD capable in the documented naming convention.",
          "The name identifies VM family-series version v4."
        ],
        "family_key": "vm:NV:v4",
        "family_label": "NVv4-series \u00b7 gpu visualization optimized",
        "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "short": "GPU visualization optimized, 8 vCPUs, AMD-based, premium SSD capable, v4",
        "sources": [
          {
            "label": "Azure VM sizes naming conventions",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
          },
          {
            "label": "GPU visualization optimized family overview",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
          }
        ],
        "specificity": "family",
        "summary": "Standard_NV8as_v4 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
        "title": "Standard_NV8as_v4 - GPU visualization optimized VM size",
        "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
        "verified_on": "2026-09-06"
      },
      "vmSkus.standard.pb6s": {
        "differentiators": [
          "This signal represents a name in the regional VM size catalog, not a running VM.",
          "Exact CPU, memory, disk, and network specifications are not verified for this identifier."
        ],
        "family_key": "vmSkus.standard.pb6s",
        "family_label": "Standard Pb6s VM size",
        "limitations": "Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "short": "VM catalog entry with exact specifications",
        "sources": [
          {
            "label": "Search Microsoft Learn for this exact identifier (not verified)",
            "url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.pb6s"
          },
          {
            "label": "Azure VM sizes",
            "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/overview"
          }
        ],
        "specificity": "unverified",
        "summary": "VM catalog entry with unverified exact specifications.",
        "title": "Standard Pb6s VM size",
        "use_cases": "Use the identifier to look up an exact size before sizing or deploying a workload.",
        "verified_on": ""
      }
    },
    "groups": [
      {
        "feature_count": 2,
        "listing_count": 126,
        "modality": "AKS extensions",
        "region_counts": {
          "australiacentral": 2,
          "australiacentral2": 2,
          "australiaeast": 2,
          "australiasoutheast": 2,
          "austriaeast": 2,
          "belgiumcentral": 2,
          "brazilsouth": 2,
          "brazilsoutheast": 2,
          "canadacentral": 2,
          "canadaeast": 2,
          "centralindia": 2,
          "centralus": 2,
          "centraluseuap": 2,
          "chilecentral": 2,
          "denmarkeast": 2,
          "eastasia": 2,
          "eastus": 2,
          "eastus2": 2,
          "eastus2euap": 2,
          "eastusstg": 2,
          "francecentral": 2,
          "francesouth": 2,
          "germanynorth": 2,
          "germanywestcentral": 2,
          "indiasouthcentral": 2,
          "indonesiacentral": 2,
          "israelcentral": 2,
          "italynorth": 2,
          "japaneast": 2,
          "japanwest": 2,
          "jioindiacentral": 2,
          "jioindiawest": 2,
          "koreacentral": 2,
          "koreasouth": 2,
          "malaysiawest": 2,
          "mexicocentral": 2,
          "newzealandnorth": 2,
          "northcentralus": 2,
          "northeurope": 2,
          "norwayeast": 2,
          "norwaywest": 2,
          "polandcentral": 2,
          "qatarcentral": 2,
          "southafricanorth": 2,
          "southafricawest": 2,
          "southcentralus": 2,
          "southcentralusstg": 2,
          "southeastasia": 2,
          "southindia": 2,
          "spaincentral": 2,
          "swedencentral": 2,
          "switzerlandnorth": 2,
          "switzerlandwest": 2,
          "uaecentral": 2,
          "uaenorth": 2,
          "uksouth": 2,
          "ukwest": 2,
          "westcentralus": 2,
          "westeurope": 2,
          "westindia": 2,
          "westus": 2,
          "westus2": 2,
          "westus3": 2
        },
        "region_feature_counts": {
          "australiacentral": 2,
          "australiacentral2": 2,
          "australiaeast": 2,
          "australiasoutheast": 2,
          "austriaeast": 2,
          "belgiumcentral": 2,
          "brazilsouth": 2,
          "brazilsoutheast": 2,
          "canadacentral": 2,
          "canadaeast": 2,
          "centralindia": 2,
          "centralus": 2,
          "centraluseuap": 2,
          "chilecentral": 2,
          "denmarkeast": 2,
          "eastasia": 2,
          "eastus": 2,
          "eastus2": 2,
          "eastus2euap": 2,
          "eastusstg": 2,
          "francecentral": 2,
          "francesouth": 2,
          "germanynorth": 2,
          "germanywestcentral": 2,
          "indiasouthcentral": 2,
          "indonesiacentral": 2,
          "israelcentral": 2,
          "italynorth": 2,
          "japaneast": 2,
          "japanwest": 2,
          "jioindiacentral": 2,
          "jioindiawest": 2,
          "koreacentral": 2,
          "koreasouth": 2,
          "malaysiawest": 2,
          "mexicocentral": 2,
          "newzealandnorth": 2,
          "northcentralus": 2,
          "northeurope": 2,
          "norwayeast": 2,
          "norwaywest": 2,
          "polandcentral": 2,
          "qatarcentral": 2,
          "southafricanorth": 2,
          "southafricawest": 2,
          "southcentralus": 2,
          "southcentralusstg": 2,
          "southeastasia": 2,
          "southindia": 2,
          "spaincentral": 2,
          "swedencentral": 2,
          "switzerlandnorth": 2,
          "switzerlandwest": 2,
          "uaecentral": 2,
          "uaenorth": 2,
          "uksouth": 2,
          "ukwest": 2,
          "westcentralus": 2,
          "westeurope": 2,
          "westindia": 2,
          "westus": 2,
          "westus2": 2,
          "westus3": 2
        },
        "regions": [
          "australiacentral",
          "australiacentral2",
          "australiaeast",
          "australiasoutheast",
          "austriaeast",
          "belgiumcentral",
          "brazilsouth",
          "brazilsoutheast",
          "canadacentral",
          "canadaeast",
          "centralindia",
          "centralus",
          "centraluseuap",
          "chilecentral",
          "denmarkeast",
          "eastasia",
          "eastus",
          "eastus2",
          "eastus2euap",
          "eastusstg",
          "francecentral",
          "francesouth",
          "germanynorth",
          "germanywestcentral",
          "indiasouthcentral",
          "indonesiacentral",
          "israelcentral",
          "italynorth",
          "japaneast",
          "japanwest",
          "jioindiacentral",
          "jioindiawest",
          "koreacentral",
          "koreasouth",
          "malaysiawest",
          "mexicocentral",
          "newzealandnorth",
          "northcentralus",
          "northeurope",
          "norwayeast",
          "norwaywest",
          "polandcentral",
          "qatarcentral",
          "southafricanorth",
          "southafricawest",
          "southcentralus",
          "southcentralusstg",
          "southeastasia",
          "southindia",
          "spaincentral",
          "swedencentral",
          "switzerlandnorth",
          "switzerlandwest",
          "uaecentral",
          "uaenorth",
          "uksouth",
          "ukwest",
          "westcentralus",
          "westeurope",
          "westindia",
          "westus",
          "westus2",
          "westus3"
        ],
        "statuses": [
          {
            "examples": [
              {
                "absence_since": null,
                "coverage_after": {
                  "available": 59,
                  "observed": 63,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 4,
                  "unknown": 0
                },
                "coverage_before": {
                  "available": 0,
                  "observed": 0,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 0,
                  "unknown": 0
                },
                "current": "available",
                "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
                "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
                "evidence_after": {
                  "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in australiacentral.",
                  "error_code": null,
                  "latency_ms": 51497,
                  "source": "snapshot",
                  "status": "available",
                  "timestamp": "2026-10-05T19:47:21.529729+00:00"
                },
                "evidence_before": {
                  "detail": null,
                  "error_code": null,
                  "latency_ms": null,
                  "source": "snapshot",
                  "status": null,
                  "timestamp": "2026-10-04T10:06:20.538738+00:00"
                },
                "feature": "extensionTypes.infernosim.infernosimazureenterprise",
                "feature_context": {
                  "differentiators": [
                    "The probe observes a regional extension-type catalog, not installed cluster software.",
                    "The exact extension's purpose and cluster requirements have not been verified."
                  ],
                  "family_key": "extensionTypes.infernosim.infernosimazureenterprise",
                  "family_label": "infernosim.infernosimazureenterprise AKS extension",
                  "limitations": "Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
                  "short": "A regional extension catalog identifier",
                  "sources": [
                    {
                      "label": "Search Microsoft Learn for this exact identifier (not verified)",
                      "url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise"
                    },
                    {
                      "label": "AKS cluster extension platform",
                      "url": "https://learn.microsoft.com/en-us/azure/aks/cluster-extensions"
                    }
                  ],
                  "specificity": "unverified",
                  "summary": "A regional extension catalog identifier without a verified exact product mapping.",
                  "title": "infernosim.infernosimazureenterprise - unverified extension identity",
                  "use_cases": "Check the exact extension's documentation and cluster prerequisites before use.",
                  "verified_on": ""
                },
                "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
                "kind": "new_listings",
                "label": "infernosim.infernosimazureenterprise AKS extension",
                "last_available_date": null,
                "modality": "AKS extensions",
                "new_geography": "Oceania",
                "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
                "previous": null,
                "region": "australiacentral",
                "scope_reason": null,
                "service": "aks"
              }
            ],
            "feature_count": 2,
            "kind": "new_listings",
            "listing_count": 118,
            "region_counts": {
              "australiacentral": 2,
              "australiacentral2": 2,
              "australiaeast": 2,
              "australiasoutheast": 2,
              "austriaeast": 2,
              "belgiumcentral": 2,
              "brazilsouth": 2,
              "brazilsoutheast": 2,
              "canadacentral": 2,
              "canadaeast": 2,
              "centralindia": 2,
              "centralus": 2,
              "chilecentral": 2,
              "denmarkeast": 2,
              "eastasia": 2,
              "eastus": 2,
              "eastus2": 2,
              "francecentral": 2,
              "francesouth": 2,
              "germanynorth": 2,
              "germanywestcentral": 2,
              "indiasouthcentral": 2,
              "indonesiacentral": 2,
              "israelcentral": 2,
              "italynorth": 2,
              "japaneast": 2,
              "japanwest": 2,
              "jioindiacentral": 2,
              "jioindiawest": 2,
              "koreacentral": 2,
              "koreasouth": 2,
              "malaysiawest": 2,
              "mexicocentral": 2,
              "newzealandnorth": 2,
              "northcentralus": 2,
              "northeurope": 2,
              "norwayeast": 2,
              "norwaywest": 2,
              "polandcentral": 2,
              "qatarcentral": 2,
              "southafricanorth": 2,
              "southafricawest": 2,
              "southcentralus": 2,
              "southeastasia": 2,
              "southindia": 2,
              "spaincentral": 2,
              "swedencentral": 2,
              "switzerlandnorth": 2,
              "switzerlandwest": 2,
              "uaecentral": 2,
              "uaenorth": 2,
              "uksouth": 2,
              "ukwest": 2,
              "westcentralus": 2,
              "westeurope": 2,
              "westindia": 2,
              "westus": 2,
              "westus2": 2,
              "westus3": 2
            },
            "regions": [
              "australiacentral",
              "australiacentral2",
              "australiaeast",
              "australiasoutheast",
              "austriaeast",
              "belgiumcentral",
              "brazilsouth",
              "brazilsoutheast",
              "canadacentral",
              "canadaeast",
              "centralindia",
              "centralus",
              "chilecentral",
              "denmarkeast",
              "eastasia",
              "eastus",
              "eastus2",
              "francecentral",
              "francesouth",
              "germanynorth",
              "germanywestcentral",
              "indiasouthcentral",
              "indonesiacentral",
              "israelcentral",
              "italynorth",
              "japaneast",
              "japanwest",
              "jioindiacentral",
              "jioindiawest",
              "koreacentral",
              "koreasouth",
              "malaysiawest",
              "mexicocentral",
              "newzealandnorth",
              "northcentralus",
              "northeurope",
              "norwayeast",
              "norwaywest",
              "polandcentral",
              "qatarcentral",
              "southafricanorth",
              "southafricawest",
              "southcentralus",
              "southeastasia",
              "southindia",
              "spaincentral",
              "swedencentral",
              "switzerlandnorth",
              "switzerlandwest",
              "uaecentral",
              "uaenorth",
              "uksouth",
              "ukwest",
              "westcentralus",
              "westeurope",
              "westindia",
              "westus",
              "westus2",
              "westus3"
            ]
          },
          {
            "examples": [
              {
                "absence_since": null,
                "coverage_after": {
                  "available": 59,
                  "observed": 63,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 4,
                  "unknown": 0
                },
                "coverage_before": {
                  "available": 0,
                  "observed": 0,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 0,
                  "unknown": 0
                },
                "current": "unavailable",
                "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
                "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
                "evidence_after": {
                  "detail": "Feature was not listed in this region's catalog.",
                  "error_code": null,
                  "latency_ms": null,
                  "source": "snapshot",
                  "status": "unavailable",
                  "timestamp": "2026-10-05T19:47:21.529729+00:00"
                },
                "evidence_before": {
                  "detail": null,
                  "error_code": null,
                  "latency_ms": null,
                  "source": "snapshot",
                  "status": null,
                  "timestamp": "2026-10-04T10:06:20.538738+00:00"
                },
                "feature": "extensionTypes.infernosim.infernosimazureenterprise",
                "feature_context": {
                  "differentiators": [
                    "The probe observes a regional extension-type catalog, not installed cluster software.",
                    "The exact extension's purpose and cluster requirements have not been verified."
                  ],
                  "family_key": "extensionTypes.infernosim.infernosimazureenterprise",
                  "family_label": "infernosim.infernosimazureenterprise AKS extension",
                  "limitations": "Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
                  "short": "A regional extension catalog identifier",
                  "sources": [
                    {
                      "label": "Search Microsoft Learn for this exact identifier (not verified)",
                      "url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise"
                    },
                    {
                      "label": "AKS cluster extension platform",
                      "url": "https://learn.microsoft.com/en-us/azure/aks/cluster-extensions"
                    }
                  ],
                  "specificity": "unverified",
                  "summary": "A regional extension catalog identifier without a verified exact product mapping.",
                  "title": "infernosim.infernosimazureenterprise - unverified extension identity",
                  "use_cases": "Check the exact extension's documentation and cluster prerequisites before use.",
                  "verified_on": ""
                },
                "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
                "kind": "other_changes",
                "label": "infernosim.infernosimazureenterprise AKS extension",
                "last_available_date": null,
                "modality": "AKS extensions",
                "new_geography": null,
                "novelty": null,
                "previous": null,
                "region": "centraluseuap",
                "scope_reason": null,
                "service": "aks"
              }
            ],
            "feature_count": 2,
            "kind": "other_changes",
            "listing_count": 8,
            "region_counts": {
              "centraluseuap": 2,
              "eastus2euap": 2,
              "eastusstg": 2,
              "southcentralusstg": 2
            },
            "regions": [
              "centraluseuap",
              "eastus2euap",
              "eastusstg",
              "southcentralusstg"
            ]
          }
        ]
      },
      {
        "feature_count": 20,
        "listing_count": 638,
        "modality": "Azure AI models",
        "region_counts": {
          "australiacentral": 2,
          "australiacentral2": 2,
          "australiaeast": 19,
          "australiasoutheast": 2,
          "austriaeast": 2,
          "belgiumcentral": 2,
          "brazilsouth": 19,
          "brazilsoutheast": 2,
          "canadacentral": 19,
          "canadaeast": 19,
          "centralindia": 3,
          "centralus": 19,
          "centraluseuap": 2,
          "chilecentral": 2,
          "denmarkeast": 2,
          "eastasia": 3,
          "eastus": 19,
          "eastus2": 19,
          "eastus2euap": 2,
          "eastusstg": 2,
          "francecentral": 19,
          "francesouth": 2,
          "germanynorth": 2,
          "germanywestcentral": 19,
          "indiasouthcentral": 2,
          "indonesiacentral": 2,
          "israelcentral": 2,
          "italynorth": 19,
          "japaneast": 19,
          "japanwest": 13,
          "jioindiacentral": 2,
          "jioindiawest": 2,
          "koreacentral": 19,
          "koreasouth": 2,
          "malaysiawest": 2,
          "mexicocentral": 2,
          "newzealandnorth": 2,
          "northcentralus": 19,
          "northeurope": 5,
          "norwayeast": 19,
          "norwaywest": 2,
          "polandcentral": 19,
          "qatarcentral": 2,
          "southafricanorth": 19,
          "southafricawest": 2,
          "southcentralus": 19,
          "southcentralusstg": 2,
          "southeastasia": 8,
          "southindia": 19,
          "spaincentral": 19,
          "swedencentral": 19,
          "switzerlandnorth": 19,
          "switzerlandwest": 19,
          "uaecentral": 2,
          "uaenorth": 19,
          "uksouth": 19,
          "ukwest": 13,
          "westcentralus": 13,
          "westeurope": 19,
          "westindia": 2,
          "westus": 19,
          "westus2": 13,
          "westus3": 17
        },
        "region_feature_counts": {
          "australiacentral": 2,
          "australiacentral2": 2,
          "australiaeast": 19,
          "australiasoutheast": 2,
          "austriaeast": 2,
          "belgiumcentral": 2,
          "brazilsouth": 19,
          "brazilsoutheast": 2,
          "canadacentral": 19,
          "canadaeast": 19,
          "centralindia": 3,
          "centralus": 19,
          "centraluseuap": 2,
          "chilecentral": 2,
          "denmarkeast": 2,
          "eastasia": 3,
          "eastus": 19,
          "eastus2": 19,
          "eastus2euap": 2,
          "eastusstg": 2,
          "francecentral": 19,
          "francesouth": 2,
          "germanynorth": 2,
          "germanywestcentral": 19,
          "indiasouthcentral": 2,
          "indonesiacentral": 2,
          "israelcentral": 2,
          "italynorth": 19,
          "japaneast": 19,
          "japanwest": 13,
          "jioindiacentral": 2,
          "jioindiawest": 2,
          "koreacentral": 19,
          "koreasouth": 2,
          "malaysiawest": 2,
          "mexicocentral": 2,
          "newzealandnorth": 2,
          "northcentralus": 19,
          "northeurope": 5,
          "norwayeast": 19,
          "norwaywest": 2,
          "polandcentral": 19,
          "qatarcentral": 2,
          "southafricanorth": 19,
          "southafricawest": 2,
          "southcentralus": 19,
          "southcentralusstg": 2,
          "southeastasia": 8,
          "southindia": 19,
          "spaincentral": 19,
          "swedencentral": 19,
          "switzerlandnorth": 19,
          "switzerlandwest": 19,
          "uaecentral": 2,
          "uaenorth": 19,
          "uksouth": 19,
          "ukwest": 13,
          "westcentralus": 13,
          "westeurope": 19,
          "westindia": 2,
          "westus": 19,
          "westus2": 13,
          "westus3": 17
        },
        "regions": [
          "australiacentral",
          "australiacentral2",
          "australiaeast",
          "australiasoutheast",
          "austriaeast",
          "belgiumcentral",
          "brazilsouth",
          "brazilsoutheast",
          "canadacentral",
          "canadaeast",
          "centralindia",
          "centralus",
          "centraluseuap",
          "chilecentral",
          "denmarkeast",
          "eastasia",
          "eastus",
          "eastus2",
          "eastus2euap",
          "eastusstg",
          "francecentral",
          "francesouth",
          "germanynorth",
          "germanywestcentral",
          "indiasouthcentral",
          "indonesiacentral",
          "israelcentral",
          "italynorth",
          "japaneast",
          "japanwest",
          "jioindiacentral",
          "jioindiawest",
          "koreacentral",
          "koreasouth",
          "malaysiawest",
          "mexicocentral",
          "newzealandnorth",
          "northcentralus",
          "northeurope",
          "norwayeast",
          "norwaywest",
          "polandcentral",
          "qatarcentral",
          "southafricanorth",
          "southafricawest",
          "southcentralus",
          "southcentralusstg",
          "southeastasia",
          "southindia",
          "spaincentral",
          "swedencentral",
          "switzerlandnorth",
          "switzerlandwest",
          "uaecentral",
          "uaenorth",
          "uksouth",
          "ukwest",
          "westcentralus",
          "westeurope",
          "westindia",
          "westus",
          "westus2",
          "westus3"
        ],
        "statuses": [
          {
            "examples": [
              {
                "absence_since": null,
                "coverage_after": {
                  "available": 9,
                  "observed": 63,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 54,
                  "unknown": 0
                },
                "coverage_before": {
                  "available": 0,
                  "observed": 0,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 0,
                  "unknown": 0
                },
                "current": "available",
                "details_label": "Claude Sonnet 5 5.1 - Anthropic",
                "details_url": "https://platform.claude.com/docs/en/models/overview",
                "evidence_after": {
                  "detail": "Azure AI model 'claude-sonnet-5-5' version '1' from 'Anthropic' is listed by az cognitiveservices model list in centralus. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: GlobalStandard.",
                  "error_code": null,
                  "latency_ms": 12897,
                  "source": "snapshot",
                  "status": "available",
                  "timestamp": "2026-10-05T19:47:21.529729+00:00"
                },
                "evidence_before": {
                  "detail": null,
                  "error_code": null,
                  "latency_ms": null,
                  "source": "snapshot",
                  "status": null,
                  "timestamp": "2026-10-04T10:06:20.538738+00:00"
                },
                "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
                "feature_context": {
                  "differentiators": [
                    "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
                    "Context limits, input/output modalities, licensing, and tool support need exact-model review."
                  ],
                  "family_key": "model:anthropic:claude-sonnet-5-5",
                  "family_label": "Claude Sonnet 5 5",
                  "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
                  "short": "Anthropic Claude Sonnet 5 5.1 model identifier",
                  "sources": [
                    {
                      "label": "Anthropic model catalog (category only)",
                      "url": "https://platform.claude.com/docs/en/models/overview"
                    },
                    {
                      "label": "Search Microsoft Learn for this exact identifier (not verified)",
                      "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.anthropic.claude-sonnet-5-5.1"
                    }
                  ],
                  "specificity": "category",
                  "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
                  "title": "Claude Sonnet 5 5.1 - Anthropic",
                  "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
                  "verified_on": "2026-09-06"
                },
                "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
                "kind": "new_listings",
                "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
                "last_available_date": null,
                "modality": "Azure AI models",
                "new_geography": "North America",
                "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
                "previous": null,
                "region": "centralus",
                "scope_reason": null,
                "service": "ai"
              }
            ],
            "feature_count": 2,
            "kind": "new_listings",
            "listing_count": 18,
            "region_counts": {
              "centralus": 2,
              "eastus": 2,
              "eastus2": 2,
              "northcentralus": 2,
              "southcentralus": 2,
              "swedencentral": 2,
              "westcentralus": 2,
              "westus": 2,
              "westus3": 2
            },
            "regions": [
              "centralus",
              "eastus",
              "eastus2",
              "northcentralus",
              "southcentralus",
              "swedencentral",
              "westcentralus",
              "westus",
              "westus3"
            ]
          },
          {
            "examples": [
              {
                "absence_since": "2026-09-13",
                "coverage_after": {
                  "available": 0,
                  "observed": 0,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 0,
                  "unknown": 0
                },
                "coverage_before": {
                  "available": 0,
                  "observed": 0,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 0,
                  "unknown": 0
                },
                "current": null,
                "details_label": "llama 3 2 11b vision instruct.1 - meta",
                "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
                "evidence_after": {
                  "detail": null,
                  "error_code": null,
                  "latency_ms": null,
                  "source": "snapshot",
                  "status": null,
                  "timestamp": "2026-10-05T19:47:21.529729+00:00"
                },
                "evidence_before": {
                  "detail": null,
                  "error_code": null,
                  "latency_ms": null,
                  "source": "snapshot",
                  "status": null,
                  "timestamp": "2026-10-04T10:06:20.538738+00:00"
                },
                "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
                "feature_context": {
                  "differentiators": [
                    "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
                    "Context limits, input/output modalities, licensing, and tool support need exact-model review."
                  ],
                  "family_key": "model:meta:llama-3-2-11b-vision-instruct",
                  "family_label": "llama 3 2 11b vision instruct",
                  "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
                  "short": "meta llama 3 2 11b vision instruct.1 model identifier",
                  "sources": [
                    {
                      "label": "meta model catalog (category only)",
                      "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners"
                    },
                    {
                      "label": "Search Microsoft Learn for this exact identifier (not verified)",
                      "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.meta.llama-3-2-11b-vision-instruct.1"
                    }
                  ],
                  "specificity": "category",
                  "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
                  "title": "llama 3 2 11b vision instruct.1 - meta",
                  "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
                  "verified_on": "2026-09-06"
                },
                "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
                "kind": "continuing_absences",
                "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
                "last_available_date": "2026-09-12",
                "modality": "Azure AI models",
                "new_geography": null,
                "novelty": null,
                "previous": null,
                "region": "australiaeast",
                "scope_reason": null,
                "service": "ai"
              }
            ],
            "feature_count": 18,
            "kind": "continuing_absences",
            "listing_count": 512,
            "region_counts": {
              "australiaeast": 17,
              "brazilsouth": 17,
              "canadacentral": 17,
              "canadaeast": 17,
              "centralindia": 1,
              "centralus": 17,
              "eastasia": 1,
              "eastus": 17,
              "eastus2": 17,
              "francecentral": 17,
              "germanywestcentral": 17,
              "italynorth": 17,
              "japaneast": 17,
              "japanwest": 11,
              "koreacentral": 17,
              "northcentralus": 17,
              "northeurope": 3,
              "norwayeast": 17,
              "polandcentral": 17,
              "southafricanorth": 17,
              "southcentralus": 17,
              "southeastasia": 6,
              "southindia": 17,
              "spaincentral": 17,
              "swedencentral": 17,
              "switzerlandnorth": 17,
              "switzerlandwest": 17,
              "uaenorth": 17,
              "uksouth": 17,
              "ukwest": 11,
              "westcentralus": 11,
              "westeurope": 17,
              "westus": 17,
              "westus2": 11,
              "westus3": 15
            },
            "regions": [
              "australiaeast",
              "brazilsouth",
              "canadacentral",
              "canadaeast",
              "centralindia",
              "centralus",
              "eastasia",
              "eastus",
              "eastus2",
              "francecentral",
              "germanywestcentral",
              "italynorth",
              "japaneast",
              "japanwest",
              "koreacentral",
              "northcentralus",
              "northeurope",
              "norwayeast",
              "polandcentral",
              "southafricanorth",
              "southcentralus",
              "southeastasia",
              "southindia",
              "spaincentral",
              "swedencentral",
              "switzerlandnorth",
              "switzerlandwest",
              "uaenorth",
              "uksouth",
              "ukwest",
              "westcentralus",
              "westeurope",
              "westus",
              "westus2",
              "westus3"
            ]
          },
          {
            "examples": [
              {
                "absence_since": null,
                "coverage_after": {
                  "available": 9,
                  "observed": 63,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 54,
                  "unknown": 0
                },
                "coverage_before": {
                  "available": 0,
                  "observed": 0,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 0,
                  "unknown": 0
                },
                "current": "unavailable",
                "details_label": "Claude Sonnet 5 5.1 - Anthropic",
                "details_url": "https://platform.claude.com/docs/en/models/overview",
                "evidence_after": {
                  "detail": "Feature was not listed in this region's catalog.",
                  "error_code": null,
                  "latency_ms": null,
                  "source": "snapshot",
                  "status": "unavailable",
                  "timestamp": "2026-10-05T19:47:21.529729+00:00"
                },
                "evidence_before": {
                  "detail": null,
                  "error_code": null,
                  "latency_ms": null,
                  "source": "snapshot",
                  "status": null,
                  "timestamp": "2026-10-04T10:06:20.538738+00:00"
                },
                "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
                "feature_context": {
                  "differentiators": [
                    "Catalog presence identifies a provider/model/version candidate, not its tested abilities.",
                    "Context limits, input/output modalities, licensing, and tool support need exact-model review."
                  ],
                  "family_key": "model:anthropic:claude-sonnet-5-5",
                  "family_label": "Claude Sonnet 5 5",
                  "limitations": "No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
                  "short": "Anthropic Claude Sonnet 5 5.1 model identifier",
                  "sources": [
                    {
                      "label": "Anthropic model catalog (category only)",
                      "url": "https://platform.claude.com/docs/en/models/overview"
                    },
                    {
                      "label": "Search Microsoft Learn for this exact identifier (not verified)",
                      "url": "https://learn.microsoft.com/en-us/search/?terms=aiModels.anthropic.claude-sonnet-5-5.1"
                    }
                  ],
                  "specificity": "category",
                  "summary": "A model identifier observed by this modality; exact capabilities are not verified.",
                  "title": "Claude Sonnet 5 5.1 - Anthropic",
                  "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
                  "verified_on": "2026-09-06"
                },
                "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
                "kind": "other_changes",
                "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
                "last_available_date": null,
                "modality": "Azure AI models",
                "new_geography": null,
                "novelty": null,
                "previous": null,
                "region": "australiacentral",
                "scope_reason": null,
                "service": "ai"
              }
            ],
            "feature_count": 2,
            "kind": "other_changes",
            "listing_count": 108,
            "region_counts": {
              "australiacentral": 2,
              "australiacentral2": 2,
              "australiaeast": 2,
              "australiasoutheast": 2,
              "austriaeast": 2,
              "belgiumcentral": 2,
              "brazilsouth": 2,
              "brazilsoutheast": 2,
              "canadacentral": 2,
              "canadaeast": 2,
              "centralindia": 2,
              "centraluseuap": 2,
              "chilecentral": 2,
              "denmarkeast": 2,
              "eastasia": 2,
              "eastus2euap": 2,
              "eastusstg": 2,
              "francecentral": 2,
              "francesouth": 2,
              "germanynorth": 2,
              "germanywestcentral": 2,
              "indiasouthcentral": 2,
              "indonesiacentral": 2,
              "israelcentral": 2,
              "italynorth": 2,
              "japaneast": 2,
              "japanwest": 2,
              "jioindiacentral": 2,
              "jioindiawest": 2,
              "koreacentral": 2,
              "koreasouth": 2,
              "malaysiawest": 2,
              "mexicocentral": 2,
              "newzealandnorth": 2,
              "northeurope": 2,
              "norwayeast": 2,
              "norwaywest": 2,
              "polandcentral": 2,
              "qatarcentral": 2,
              "southafricanorth": 2,
              "southafricawest": 2,
              "southcentralusstg": 2,
              "southeastasia": 2,
              "southindia": 2,
              "spaincentral": 2,
              "switzerlandnorth": 2,
              "switzerlandwest": 2,
              "uaecentral": 2,
              "uaenorth": 2,
              "uksouth": 2,
              "ukwest": 2,
              "westeurope": 2,
              "westindia": 2,
              "westus2": 2
            },
            "regions": [
              "australiacentral",
              "australiacentral2",
              "australiaeast",
              "australiasoutheast",
              "austriaeast",
              "belgiumcentral",
              "brazilsouth",
              "brazilsoutheast",
              "canadacentral",
              "canadaeast",
              "centralindia",
              "centraluseuap",
              "chilecentral",
              "denmarkeast",
              "eastasia",
              "eastus2euap",
              "eastusstg",
              "francecentral",
              "francesouth",
              "germanynorth",
              "germanywestcentral",
              "indiasouthcentral",
              "indonesiacentral",
              "israelcentral",
              "italynorth",
              "japaneast",
              "japanwest",
              "jioindiacentral",
              "jioindiawest",
              "koreacentral",
              "koreasouth",
              "malaysiawest",
              "mexicocentral",
              "newzealandnorth",
              "northeurope",
              "norwayeast",
              "norwaywest",
              "polandcentral",
              "qatarcentral",
              "southafricanorth",
              "southafricawest",
              "southcentralusstg",
              "southeastasia",
              "southindia",
              "spaincentral",
              "switzerlandnorth",
              "switzerlandwest",
              "uaecentral",
              "uaenorth",
              "uksouth",
              "ukwest",
              "westeurope",
              "westindia",
              "westus2"
            ]
          }
        ]
      },
      {
        "feature_count": 13,
        "listing_count": 13,
        "modality": "Model latency",
        "region_counts": {
          "github-global": 13
        },
        "region_feature_counts": {
          "github-global": 13
        },
        "regions": [
          "github-global"
        ],
        "statuses": [
          {
            "examples": [
              {
                "absence_since": null,
                "coverage_after": {
                  "available": 0,
                  "observed": 1,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 0,
                  "unknown": 1
                },
                "coverage_before": {
                  "available": 0,
                  "observed": 1,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 0,
                  "unknown": 1
                },
                "current": "unknown",
                "details_label": "deepseek v3 0324 - deepseek",
                "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
                "evidence_after": {
                  "detail": "GitHub Models fallback response for 'deepseek/DeepSeek-V3-0324' was not valid JSON or SSE.",
                  "error_code": "GitHubModelsEmptyResponse",
                  "latency_ms": null,
                  "source": "snapshot",
                  "status": "unknown",
                  "timestamp": "2026-10-05T19:47:21.529729+00:00"
                },
                "evidence_before": {
                  "detail": "GitHub Models fallback response for 'deepseek/DeepSeek-V3-0324' was not valid JSON: Expecting value: line 1 column 1 (char 0)",
                  "error_code": "GitHubModelsEmptyResponse",
                  "latency_ms": null,
                  "source": "snapshot",
                  "status": "unknown",
                  "timestamp": "2026-10-04T10:06:20.538738+00:00"
                },
                "feature": "modelLatency.deepseek.deepseek-v3-0324",
                "feature_context": {
                  "differentiators": [
                    "This records an inference request to the configured GitHub Models endpoint.",
                    "Context limits, input/output modalities, licensing, and tool support need exact-model review."
                  ],
                  "family_key": "model:deepseek:deepseek-v3-0324",
                  "family_label": "deepseek v3 0324",
                  "limitations": "Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
                  "short": "Inference latency measurement for deepseek v3 0324",
                  "sources": [
                    {
                      "label": "deepseek model catalog (category only)",
                      "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners"
                    },
                    {
                      "label": "Search Microsoft Learn for this exact identifier (not verified)",
                      "url": "https://learn.microsoft.com/en-us/search/?terms=modelLatency.deepseek.deepseek-v3-0324"
                    },
                    {
                      "label": "GitHub Models service status",
                      "url": "https://docs.github.com/en/github-models"
                    }
                  ],
                  "specificity": "category",
                  "summary": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A model identifier observed by this modality; exact capabilities are not verified.",
                  "title": "deepseek v3 0324 - deepseek",
                  "use_cases": "Use the linked provider/catalog documentation to evaluate this exact model before adoption.",
                  "verified_on": "2026-09-06"
                },
                "feature_note": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A model identifier observed by this modality; exact capabilities are not verified. This records an inference request to the configured GitHub Models endpoint. Context limits, input/output modalities, licensing, and tool support need exact-model review. Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
                "kind": "observation_gaps",
                "label": "modelLatency.deepseek.deepseek-v3-0324",
                "last_available_date": null,
                "modality": "Model latency",
                "new_geography": null,
                "novelty": null,
                "previous": "unknown",
                "region": "github-global",
                "scope_reason": null,
                "service": "model-latency"
              }
            ],
            "feature_count": 13,
            "kind": "observation_gaps",
            "listing_count": 13,
            "region_counts": {
              "github-global": 13
            },
            "regions": [
              "github-global"
            ]
          }
        ]
      },
      {
        "feature_count": 767,
        "listing_count": 1249,
        "modality": "VM SKUs",
        "region_counts": {
          "brazilsouth": 6,
          "centralindia": 6,
          "eastus2": 6,
          "eastus2euap": 34,
          "francecentral": 6,
          "indiasouthcentral": 754,
          "italynorth": 30,
          "japaneast": 10,
          "northcentralus": 6,
          "northeurope": 6,
          "norwayeast": 6,
          "norwaywest": 6,
          "southafricanorth": 6,
          "southcentralus": 6,
          "southeastasia": 10,
          "switzerlandnorth": 6,
          "uksouth": 6,
          "westeurope": 4,
          "westus": 42,
          "westus2": 8,
          "westus3": 285
        },
        "region_feature_counts": {
          "brazilsouth": 6,
          "centralindia": 6,
          "eastus2": 6,
          "eastus2euap": 34,
          "francecentral": 6,
          "indiasouthcentral": 754,
          "italynorth": 30,
          "japaneast": 10,
          "northcentralus": 6,
          "northeurope": 6,
          "norwayeast": 6,
          "norwaywest": 6,
          "southafricanorth": 6,
          "southcentralus": 6,
          "southeastasia": 10,
          "switzerlandnorth": 6,
          "uksouth": 6,
          "westeurope": 4,
          "westus": 42,
          "westus2": 8,
          "westus3": 285
        },
        "regions": [
          "brazilsouth",
          "centralindia",
          "eastus2",
          "eastus2euap",
          "francecentral",
          "indiasouthcentral",
          "italynorth",
          "japaneast",
          "northcentralus",
          "northeurope",
          "norwayeast",
          "norwaywest",
          "southafricanorth",
          "southcentralus",
          "southeastasia",
          "switzerlandnorth",
          "uksouth",
          "westeurope",
          "westus",
          "westus2",
          "westus3"
        ],
        "statuses": [
          {
            "examples": [
              {
                "absence_since": null,
                "coverage_after": {
                  "available": 12,
                  "observed": 63,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 51,
                  "unknown": 0
                },
                "coverage_before": {
                  "available": 10,
                  "observed": 63,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 53,
                  "unknown": 0
                },
                "current": "available",
                "details_label": "Standard_D248ds_v7 - General purpose VM size",
                "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
                "evidence_after": {
                  "detail": "VM SKU 'standard_d248ds_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in northcentralus.",
                  "error_code": null,
                  "latency_ms": 1066,
                  "source": "snapshot",
                  "status": "available",
                  "timestamp": "2026-10-05T19:47:21.529729+00:00"
                },
                "evidence_before": {
                  "detail": "Feature was not listed in this region's catalog.",
                  "error_code": null,
                  "latency_ms": null,
                  "source": "snapshot",
                  "status": "unavailable",
                  "timestamp": "2026-10-04T10:06:20.538738+00:00"
                },
                "feature": "vmSkus.standard.d248ds.v7",
                "feature_context": {
                  "differentiators": [
                    "The name encodes 248 vCPUs.",
                    "d = local temp disk in the documented naming convention.",
                    "s = premium SSD capable in the documented naming convention.",
                    "The name identifies VM family-series version v7."
                  ],
                  "family_key": "vm:D:v7",
                  "family_label": "Dv7-series \u00b7 general purpose",
                  "learn_reference": {
                    "excerpt": "Ddsv7 sizes series Ddsv7-series virtual machines run on the Intel\u00ae Xeon\u00ae 6 6973PC (Granite Rapids) processor reaching an all-core turbo clock speed of 3.6 GHz with a maximum turbo frequency is 4.2 GHz",
                    "title": "Ddsv7 sizes series",
                    "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/general-purpose/ddsv7-series"
                  },
                  "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
                  "short": "General purpose, 248 vCPUs, local temp disk, premium SSD capable, v7",
                  "sources": [
                    {
                      "label": "Azure VM sizes naming conventions",
                      "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
                    },
                    {
                      "label": "General purpose family overview",
                      "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/general-purpose/d-family"
                    }
                  ],
                  "specificity": "family",
                  "summary": "Standard_D248ds_v7 is a general purpose VM size decoded from Azure's naming convention.",
                  "title": "Standard_D248ds_v7 - General purpose VM size",
                  "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
                  "verified_on": "2026-09-06"
                },
                "feature_note": "Standard_D248ds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 248 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
                "kind": "new_listings",
                "label": "Standard D248ds V7 VM size",
                "last_available_date": null,
                "modality": "VM SKUs",
                "new_geography": null,
                "novelty": "New regional listing of an already observed feature.",
                "previous": "unavailable",
                "region": "northcentralus",
                "scope_reason": null,
                "service": "compute"
              }
            ],
            "feature_count": 6,
            "kind": "new_listings",
            "listing_count": 12,
            "region_counts": {
              "northcentralus": 6,
              "westus": 6
            },
            "regions": [
              "northcentralus",
              "westus"
            ]
          },
          {
            "examples": [
              {
                "absence_since": null,
                "coverage_after": {
                  "available": 9,
                  "observed": 63,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 54,
                  "unknown": 0
                },
                "coverage_before": {
                  "available": 8,
                  "observed": 63,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 55,
                  "unknown": 0
                },
                "current": "available",
                "details_label": "Standard_E248ds_v7 - Memory optimized VM size",
                "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
                "evidence_after": {
                  "detail": "VM SKU 'standard_e248ds_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in westus2.",
                  "error_code": null,
                  "latency_ms": 1131,
                  "source": "snapshot",
                  "status": "available",
                  "timestamp": "2026-10-05T19:47:21.529729+00:00"
                },
                "evidence_before": {
                  "detail": "Feature was not listed in this region's catalog.",
                  "error_code": null,
                  "latency_ms": null,
                  "source": "snapshot",
                  "status": "unavailable",
                  "timestamp": "2026-10-04T10:06:20.538738+00:00"
                },
                "feature": "vmSkus.standard.e248ds.v7",
                "feature_context": {
                  "differentiators": [
                    "The name encodes 248 vCPUs.",
                    "d = local temp disk in the documented naming convention.",
                    "s = premium SSD capable in the documented naming convention.",
                    "The name identifies VM family-series version v7."
                  ],
                  "family_key": "vm:E:v7",
                  "family_label": "Ev7-series \u00b7 memory optimized",
                  "learn_reference": {
                    "excerpt": "Edsv7 sizes series Edsv7-series virtual machines run on the Intel\u00ae Xeon\u00ae 6 6973PC (Granite Rapids) processor reaching an all-core turbo clock speed of 3.6 GHz with a maximum turbo frequency of 4.2 GHz",
                    "title": "Edsv7 sizes series",
                    "url": "https://learn.microsoft.com/azure/virtual-machines/sizes/memory-optimized/edsv7-series"
                  },
                  "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
                  "short": "Memory optimized, 248 vCPUs, local temp disk, premium SSD capable, v7",
                  "sources": [
                    {
                      "label": "Azure VM sizes naming conventions",
                      "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
                    },
                    {
                      "label": "Memory optimized family overview",
                      "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/e-family"
                    }
                  ],
                  "specificity": "family",
                  "summary": "Standard_E248ds_v7 is a memory optimized VM size decoded from Azure's naming convention.",
                  "title": "Standard_E248ds_v7 - Memory optimized VM size",
                  "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
                  "verified_on": "2026-09-06"
                },
                "feature_note": "Standard_E248ds_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 248 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
                "kind": "restorations",
                "label": "Standard E248ds V7 VM size",
                "last_available_date": "2026-09-01",
                "modality": "VM SKUs",
                "new_geography": null,
                "novelty": null,
                "previous": "unavailable",
                "region": "westus2",
                "scope_reason": null,
                "service": "compute"
              }
            ],
            "feature_count": 4,
            "kind": "restorations",
            "listing_count": 4,
            "region_counts": {
              "westus2": 4
            },
            "regions": [
              "westus2"
            ]
          },
          {
            "examples": [
              {
                "absence_since": "2026-10-02",
                "coverage_after": {
                  "available": 6,
                  "observed": 63,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 57,
                  "unknown": 0
                },
                "coverage_before": {
                  "available": 6,
                  "observed": 63,
                  "partial": 0,
                  "total_regions": 64,
                  "unavailable": 57,
                  "unknown": 0
                },
                "current": "unavailable",
                "details_label": "Standard_NV12s_v2 - GPU visualization optimized VM size",
                "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
                "evidence_after": {
                  "detail": "Feature was not listed in this region's catalog.",
                  "error_code": null,
                  "latency_ms": null,
                  "source": "snapshot",
                  "status": "unavailable",
                  "timestamp": "2026-10-05T19:47:21.529729+00:00"
                },
                "evidence_before": {
                  "detail": "Feature was not listed in this region's catalog.",
                  "error_code": null,
                  "latency_ms": null,
                  "source": "snapshot",
                  "status": "unavailable",
                  "timestamp": "2026-10-04T10:06:20.538738+00:00"
                },
                "feature": "vmSkus.standard.nv12s.v2",
                "feature_context": {
                  "differentiators": [
                    "The name encodes 12 vCPUs.",
                    "s = premium SSD capable in the documented naming convention.",
                    "The name identifies VM family-series version v2."
                  ],
                  "family_key": "vm:NV:v2",
                  "family_label": "NVv2-series \u00b7 gpu visualization optimized",
                  "limitations": "Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
                  "short": "GPU visualization optimized, 12 vCPUs, premium SSD capable, v2",
                  "sources": [
                    {
                      "label": "Azure VM sizes naming conventions",
                      "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions"
                    },
                    {
                      "label": "GPU visualization optimized family overview",
                      "url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nv-family"
                    }
                  ],
                  "specificity": "family",
                  "summary": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention.",
                  "title": "Standard_NV12s_v2 - GPU visualization optimized VM size",
                  "use_cases": "Use for initial triage, then open the exact size page before sizing or deploying a workload.",
                  "verified_on": "2026-09-06"
                },
                "feature_note": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
                "kind": "continuing_absences",
                "label": "Standard Nv12s V2 VM size",
                "last_available_date": "2026-10-01",
                "modality": "VM SKUs",
                "new_geography": null,
                "novelty": null,
                "previous": "unavailable",
                "region": "brazilsouth",
                "scope_reason": null,
                "service": "compute"
              }
            ],
            "feature_count": 761,
            "kind": "continuing_absences",
            "listing_count": 1233,
            "region_counts": {
              "brazilsouth": 6,
              "centralindia": 6,
              "eastus2": 6,
              "eastus2euap": 34,
              "francecentral": 6,
              "indiasouthcentral": 754,
              "italynorth": 30,
              "japaneast": 10,
              "northeurope": 6,
              "norwayeast": 6,
              "norwaywest": 6,
              "southafricanorth": 6,
              "southcentralus": 6,
              "southeastasia": 10,
              "switzerlandnorth": 6,
              "uksouth": 6,
              "westeurope": 4,
              "westus": 36,
              "westus2": 4,
              "westus3": 285
            },
            "regions": [
              "brazilsouth",
              "centralindia",
              "eastus2",
              "eastus2euap",
              "francecentral",
              "indiasouthcentral",
              "italynorth",
              "japaneast",
              "northeurope",
              "norwayeast",
              "norwaywest",
              "southafricanorth",
              "southcentralus",
              "southeastasia",
              "switzerlandnorth",
              "uksouth",
              "westeurope",
              "westus",
              "westus2",
              "westus3"
            ]
          }
        ]
      }
    ],
    "modalities": [
      "AKS Kubernetes versions",
      "AKS extensions",
      "Azure AI models",
      "Azure Functions",
      "Azure model latency",
      "Container Apps",
      "Model latency",
      "VM SKUs"
    ],
    "previous_timestamp": "2026-10-04T10:06:20.538738+00:00",
    "records": [
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in australiacentral.",
          "error_code": null,
          "latency_ms": 51497,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Oceania",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "australiacentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in australiacentral.",
          "error_code": null,
          "latency_ms": 51497,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Oceania",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "australiacentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiacentral2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiacentral2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in australiacentral2.",
          "error_code": null,
          "latency_ms": 42744,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Oceania",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "australiacentral2",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in australiacentral2.",
          "error_code": null,
          "latency_ms": 42744,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Oceania",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "australiacentral2",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in australiaeast.",
          "error_code": null,
          "latency_ms": 85674,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Oceania",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in australiaeast.",
          "error_code": null,
          "latency_ms": 85674,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Oceania",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "australiaeast",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiasoutheast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "australiasoutheast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in australiasoutheast.",
          "error_code": null,
          "latency_ms": 66845,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Oceania",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "australiasoutheast",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in australiasoutheast.",
          "error_code": null,
          "latency_ms": 66845,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Oceania",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "australiasoutheast",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "austriaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "austriaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in austriaeast.",
          "error_code": null,
          "latency_ms": 12725,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "austriaeast",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in austriaeast.",
          "error_code": null,
          "latency_ms": 12725,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "austriaeast",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "belgiumcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "belgiumcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in belgiumcentral.",
          "error_code": null,
          "latency_ms": 13182,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "belgiumcentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in belgiumcentral.",
          "error_code": null,
          "latency_ms": 13182,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "belgiumcentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in brazilsouth.",
          "error_code": null,
          "latency_ms": 46036,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "South America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in brazilsouth.",
          "error_code": null,
          "latency_ms": 46036,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "South America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v2",
        "feature_note": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v3",
        "feature_note": "Standard_NV12s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v2",
        "feature_note": "Standard_NV24s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v3",
        "feature_note": "Standard_NV24s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV48s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv48s.v3",
        "feature_note": "Standard_NV48s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv48s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6s.v2",
        "feature_note": "Standard_NV6s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "brazilsouth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsoutheast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "brazilsoutheast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in brazilsoutheast.",
          "error_code": null,
          "latency_ms": 37693,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "South America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "brazilsoutheast",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in brazilsoutheast.",
          "error_code": null,
          "latency_ms": 37693,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "South America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "brazilsoutheast",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in canadacentral.",
          "error_code": null,
          "latency_ms": 17385,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in canadacentral.",
          "error_code": null,
          "latency_ms": 17385,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "canadacentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in canadaeast.",
          "error_code": null,
          "latency_ms": 31186,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in canadaeast.",
          "error_code": null,
          "latency_ms": 31186,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "canadaeast",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "GPT-5 1 codex.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-codex.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 codex model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-10-02",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "centralindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in centralindia.",
          "error_code": null,
          "latency_ms": 59145,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "centralindia",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in centralindia.",
          "error_code": null,
          "latency_ms": 59145,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "centralindia",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v2",
        "feature_note": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "centralindia",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v3",
        "feature_note": "Standard_NV12s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "centralindia",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v2",
        "feature_note": "Standard_NV24s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "centralindia",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v3",
        "feature_note": "Standard_NV24s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "centralindia",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV48s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv48s.v3",
        "feature_note": "Standard_NV48s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv48s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "centralindia",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6s.v2",
        "feature_note": "Standard_NV6s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "centralindia",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '1' from 'Anthropic' is listed by az cognitiveservices model list in centralus. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: GlobalStandard.",
          "error_code": null,
          "latency_ms": 12897,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '2' from 'Anthropic' is listed by az cognitiveservices model list in centralus. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: DataZoneStandard, GlobalStandard.",
          "error_code": null,
          "latency_ms": 12897,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in centralus.",
          "error_code": null,
          "latency_ms": 16537,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in centralus.",
          "error_code": null,
          "latency_ms": 16537,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "centralus",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centraluseuap",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centraluseuap",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "other_changes",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centraluseuap",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "other_changes",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "centraluseuap",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "chilecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "chilecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in chilecentral.",
          "error_code": null,
          "latency_ms": 23922,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "South America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "chilecentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in chilecentral.",
          "error_code": null,
          "latency_ms": 23922,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "South America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "chilecentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "denmarkeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "denmarkeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in denmarkeast.",
          "error_code": null,
          "latency_ms": 32223,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "denmarkeast",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in denmarkeast.",
          "error_code": null,
          "latency_ms": 32223,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "denmarkeast",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastasia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastasia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "GPT-5 1 codex.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-codex.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 codex model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-10-01",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastasia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in eastasia.",
          "error_code": null,
          "latency_ms": 66680,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "eastasia",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in eastasia.",
          "error_code": null,
          "latency_ms": 66680,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "eastasia",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '1' from 'Anthropic' is listed by az cognitiveservices model list in eastus. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: GlobalStandard.",
          "error_code": null,
          "latency_ms": 10073,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '2' from 'Anthropic' is listed by az cognitiveservices model list in eastus. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: DataZoneStandard, GlobalStandard.",
          "error_code": null,
          "latency_ms": 10073,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in eastus.",
          "error_code": null,
          "latency_ms": 21921,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in eastus.",
          "error_code": null,
          "latency_ms": 21921,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "eastus",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '1' from 'Anthropic' is listed by az cognitiveservices model list in eastus2. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: GlobalStandard.",
          "error_code": null,
          "latency_ms": 15402,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '2' from 'Anthropic' is listed by az cognitiveservices model list in eastus2. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: DataZoneStandard, GlobalStandard.",
          "error_code": null,
          "latency_ms": 15402,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in eastus2.",
          "error_code": null,
          "latency_ms": 22496,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in eastus2.",
          "error_code": null,
          "latency_ms": 22496,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "eastus2",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v2",
        "feature_note": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v3",
        "feature_note": "Standard_NV12s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v2",
        "feature_note": "Standard_NV24s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v3",
        "feature_note": "Standard_NV24s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV48s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv48s.v3",
        "feature_note": "Standard_NV48s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv48s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6s.v2",
        "feature_note": "Standard_NV6s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "other_changes",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "other_changes",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16eds.v5",
        "feature_note": "Standard_DC16eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16eds V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16es.v5",
        "feature_note": "Standard_DC16es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16es V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2eds.v5",
        "feature_note": "Standard_DC2eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2eds V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2es.v5",
        "feature_note": "Standard_DC2es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2es V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32eds.v5",
        "feature_note": "Standard_DC32eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32eds V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32es.v5",
        "feature_note": "Standard_DC32es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32es V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48eds.v5",
        "feature_note": "Standard_DC48eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48eds V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48es.v5",
        "feature_note": "Standard_DC48es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48es V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4eds.v5",
        "feature_note": "Standard_DC4eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4eds V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4es.v5",
        "feature_note": "Standard_DC4es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4es V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64eds.v5",
        "feature_note": "Standard_DC64eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64eds V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64es.v5",
        "feature_note": "Standard_DC64es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64es V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8eds.v5",
        "feature_note": "Standard_DC8eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8eds V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8es.v5",
        "feature_note": "Standard_DC8es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8es V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96eds.v5",
        "feature_note": "Standard_DC96eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96eds V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96es.v5",
        "feature_note": "Standard_DC96es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96es V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC128eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec128eds.v5",
        "feature_note": "Standard_EC128eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec128eds V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC128es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec128es.v5",
        "feature_note": "Standard_EC128es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec128es V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "Standard_EC128ieds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec128ieds.v5",
        "feature_note": "Standard_EC128ieds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. i = isolated in the documented naming convention. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec128ieds V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "Standard_EC128ies_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec128ies.v5",
        "feature_note": "Standard_EC128ies_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. i = isolated in the documented naming convention. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec128ies V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16eds.v5",
        "feature_note": "Standard_EC16eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16eds V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16es.v5",
        "feature_note": "Standard_EC16es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16es V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC2eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec2eds.v5",
        "feature_note": "Standard_EC2eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec2eds V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC2es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec2es.v5",
        "feature_note": "Standard_EC2es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec2es V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32eds.v5",
        "feature_note": "Standard_EC32eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32eds V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32es.v5",
        "feature_note": "Standard_EC32es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32es V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48eds.v5",
        "feature_note": "Standard_EC48eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48eds V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48es.v5",
        "feature_note": "Standard_EC48es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48es V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4eds.v5",
        "feature_note": "Standard_EC4eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4eds V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4es.v5",
        "feature_note": "Standard_EC4es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4es V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64eds.v5",
        "feature_note": "Standard_EC64eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64eds V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64es.v5",
        "feature_note": "Standard_EC64es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64es V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8eds.v5",
        "feature_note": "Standard_EC8eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8eds V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-30",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8es.v5",
        "feature_note": "Standard_EC8es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8es V5 VM size",
        "last_available_date": "2026-09-29",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "eastus2euap",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastusstg",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastusstg",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "other_changes",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastusstg",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "other_changes",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "eastusstg",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in francecentral.",
          "error_code": null,
          "latency_ms": 43916,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in francecentral.",
          "error_code": null,
          "latency_ms": 43916,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "francecentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v2",
        "feature_note": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "francecentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v3",
        "feature_note": "Standard_NV12s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "francecentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v2",
        "feature_note": "Standard_NV24s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "francecentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v3",
        "feature_note": "Standard_NV24s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "francecentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV48s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv48s.v3",
        "feature_note": "Standard_NV48s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv48s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "francecentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6s.v2",
        "feature_note": "Standard_NV6s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "francecentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francesouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "francesouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in francesouth.",
          "error_code": null,
          "latency_ms": 43197,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "francesouth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in francesouth.",
          "error_code": null,
          "latency_ms": 43197,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "francesouth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in germanynorth.",
          "error_code": null,
          "latency_ms": 38608,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "germanynorth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in germanynorth.",
          "error_code": null,
          "latency_ms": 38608,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "germanynorth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in germanywestcentral.",
          "error_code": null,
          "latency_ms": 25226,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in germanywestcentral.",
          "error_code": null,
          "latency_ms": 25226,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "germanywestcentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "coverage_before": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "current": "unknown",
        "details_label": "deepseek v3 0324 - deepseek",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": "GitHub Models fallback response for 'deepseek/DeepSeek-V3-0324' was not valid JSON or SSE.",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "GitHub Models fallback response for 'deepseek/DeepSeek-V3-0324' was not valid JSON: Expecting value: line 1 column 1 (char 0)",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "modelLatency.deepseek.deepseek-v3-0324",
        "feature_note": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A model identifier observed by this modality; exact capabilities are not verified. This records an inference request to the configured GitHub Models endpoint. Context limits, input/output modalities, licensing, and tool support need exact-model review. Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "observation_gaps",
        "label": "modelLatency.deepseek.deepseek-v3-0324",
        "last_available_date": null,
        "modality": "Model latency",
        "new_geography": null,
        "novelty": null,
        "previous": "unknown",
        "region": "github-global",
        "scope_reason": null,
        "service": "model-latency"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "coverage_before": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "current": "unknown",
        "details_label": "llama 3.3 70b instruct - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": "GitHub Models fallback response for 'meta/Llama-3.3-70B-Instruct' was not valid JSON or SSE.",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "GitHub Models fallback response for 'meta/Llama-3.3-70B-Instruct' was not valid JSON: Expecting value: line 1 column 1 (char 0)",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "modelLatency.meta.llama-3.3-70b-instruct",
        "feature_note": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A model identifier observed by this modality; exact capabilities are not verified. This records an inference request to the configured GitHub Models endpoint. Context limits, input/output modalities, licensing, and tool support need exact-model review. Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "observation_gaps",
        "label": "modelLatency.meta.llama-3.3-70b-instruct",
        "last_available_date": null,
        "modality": "Model latency",
        "new_geography": null,
        "novelty": null,
        "previous": "unknown",
        "region": "github-global",
        "scope_reason": null,
        "service": "model-latency"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "coverage_before": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "current": "unknown",
        "details_label": "phi 4 - microsoft",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": "GitHub Models fallback response for 'microsoft/Phi-4' was not valid JSON or SSE.",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "GitHub Models fallback response for 'microsoft/Phi-4' was not valid JSON: Expecting value: line 1 column 1 (char 0)",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "modelLatency.microsoft.phi-4",
        "feature_note": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A model identifier observed by this modality; exact capabilities are not verified. This records an inference request to the configured GitHub Models endpoint. Context limits, input/output modalities, licensing, and tool support need exact-model review. Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "observation_gaps",
        "label": "modelLatency.microsoft.phi-4",
        "last_available_date": null,
        "modality": "Model latency",
        "new_geography": null,
        "novelty": null,
        "previous": "unknown",
        "region": "github-global",
        "scope_reason": null,
        "service": "model-latency"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "coverage_before": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "current": "unknown",
        "details_label": "GPT-4.1",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-41-series",
        "evidence_after": {
          "detail": "GitHub Models fallback response for 'openai/gpt-4.1' was not valid JSON or SSE.",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "GitHub Models fallback response for 'openai/gpt-4.1' was not valid JSON: Expecting value: line 1 column 1 (char 0)",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "modelLatency.openai.gpt-4.1",
        "feature_note": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A text-and-image input model with text output. Supports Chat Completions and Responses APIs. Supports function calling and structured outputs; context limits vary by deployment type. Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "kind": "observation_gaps",
        "label": "modelLatency.openai.gpt-4.1",
        "last_available_date": null,
        "modality": "Model latency",
        "new_geography": null,
        "novelty": null,
        "previous": "unknown",
        "region": "github-global",
        "scope_reason": null,
        "service": "model-latency"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "coverage_before": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "current": "unknown",
        "details_label": "GPT-4.1 mini",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-41-series",
        "evidence_after": {
          "detail": "GitHub Models fallback response for 'openai/gpt-4.1-mini' was not valid JSON or SSE.",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "GitHub Models fallback response for 'openai/gpt-4.1-mini' was not valid JSON: Expecting value: line 1 column 1 (char 0)",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "modelLatency.openai.gpt-4.1-mini",
        "feature_note": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A GPT-4.1 variant with text/image input and text output. Supports Chat Completions and Responses APIs with function calling. Supports structured outputs; documented context limits depend on deployment type. Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "kind": "observation_gaps",
        "label": "modelLatency.openai.gpt-4.1-mini",
        "last_available_date": null,
        "modality": "Model latency",
        "new_geography": null,
        "novelty": null,
        "previous": "unknown",
        "region": "github-global",
        "scope_reason": null,
        "service": "model-latency"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "coverage_before": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "current": "unknown",
        "details_label": "GPT-4.1 nano",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-41-series",
        "evidence_after": {
          "detail": "GitHub Models fallback response for 'openai/gpt-4.1-nano' was not valid JSON or SSE.",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "GitHub Models fallback response for 'openai/gpt-4.1-nano' was not valid JSON: Expecting value: line 1 column 1 (char 0)",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "modelLatency.openai.gpt-4.1-nano",
        "feature_note": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A GPT-4.1 variant with text/image input and text output. Supports Chat Completions and Responses APIs with function calling. Supports structured outputs; documented context limits depend on deployment type. Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "kind": "observation_gaps",
        "label": "modelLatency.openai.gpt-4.1-nano",
        "last_available_date": null,
        "modality": "Model latency",
        "new_geography": null,
        "novelty": null,
        "previous": "unknown",
        "region": "github-global",
        "scope_reason": null,
        "service": "model-latency"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "coverage_before": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "current": "unknown",
        "details_label": "GPT-4o",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-4o-and-gpt-4-turbo",
        "evidence_after": {
          "detail": "GitHub Models fallback response for 'openai/gpt-4o' was not valid JSON or SSE.",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "GitHub Models fallback response for 'openai/gpt-4o' was not valid JSON: Expecting value: line 1 column 1 (char 0)",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "modelLatency.openai.gpt-4o",
        "feature_note": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. An OpenAI model that processes text and image inputs. Combines text and image processing. Supports JSON mode and parallel function calling. Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "kind": "observation_gaps",
        "label": "modelLatency.openai.gpt-4o",
        "last_available_date": null,
        "modality": "Model latency",
        "new_geography": null,
        "novelty": null,
        "previous": "unknown",
        "region": "github-global",
        "scope_reason": null,
        "service": "model-latency"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "coverage_before": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "current": "unknown",
        "details_label": "GPT-4o mini",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-4o-and-gpt-4-turbo",
        "evidence_after": {
          "detail": "GitHub Models fallback response for 'openai/gpt-4o-mini' was not valid JSON or SSE.",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "GitHub Models fallback response for 'openai/gpt-4o-mini' was not valid JSON: Expecting value: line 1 column 1 (char 0)",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "modelLatency.openai.gpt-4o-mini",
        "feature_note": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. The smaller GPT-4o option for text and image processing. Supports text/image processing, JSON mode, and parallel function calling. Microsoft positions it as a lower-cost replacement candidate for GPT-3.5 Turbo. Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "kind": "observation_gaps",
        "label": "modelLatency.openai.gpt-4o-mini",
        "last_available_date": null,
        "modality": "Model latency",
        "new_geography": null,
        "novelty": null,
        "previous": "unknown",
        "region": "github-global",
        "scope_reason": null,
        "service": "model-latency"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "coverage_before": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "current": "unknown",
        "details_label": "GPT-5",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": "GitHub Models fallback response for 'openai/gpt-5' was not valid JSON or SSE.",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "GitHub Models fallback response for 'openai/gpt-5' was not valid JSON: Expecting value: line 1 column 1 (char 0)",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "modelLatency.openai.gpt-5",
        "feature_note": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A GPT-5 reasoning model with text and image processing. Supports reasoning, structured outputs, and function/tool calling. Supports Chat Completions and Responses APIs; this is not the non-reasoning chat variant. Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "kind": "observation_gaps",
        "label": "modelLatency.openai.gpt-5",
        "last_available_date": null,
        "modality": "Model latency",
        "new_geography": null,
        "novelty": null,
        "previous": "unknown",
        "region": "github-global",
        "scope_reason": null,
        "service": "model-latency"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "coverage_before": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "current": "unknown",
        "details_label": "GPT-5 chat",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": "GitHub Models fallback response for 'openai/gpt-5-chat' was not valid JSON or SSE.",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "GitHub Models fallback response for 'openai/gpt-5-chat' was not valid JSON: Expecting value: line 1 column 1 (char 0)",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "modelLatency.openai.gpt-5-chat",
        "feature_note": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "kind": "observation_gaps",
        "label": "modelLatency.openai.gpt-5-chat",
        "last_available_date": null,
        "modality": "Model latency",
        "new_geography": null,
        "novelty": null,
        "previous": "unknown",
        "region": "github-global",
        "scope_reason": null,
        "service": "model-latency"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "coverage_before": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "current": "unknown",
        "details_label": "GPT-5 mini",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": "GitHub Models fallback response for 'openai/gpt-5-mini' was not valid JSON or SSE.",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "GitHub Models fallback response for 'openai/gpt-5-mini' was not valid JSON: Expecting value: line 1 column 1 (char 0)",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "modelLatency.openai.gpt-5-mini",
        "feature_note": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A GPT-5 reasoning model with text and image processing. Supports reasoning, structured outputs, and function/tool calling. Supports Chat Completions and Responses APIs; this is not the non-reasoning chat variant. Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "kind": "observation_gaps",
        "label": "modelLatency.openai.gpt-5-mini",
        "last_available_date": null,
        "modality": "Model latency",
        "new_geography": null,
        "novelty": null,
        "previous": "unknown",
        "region": "github-global",
        "scope_reason": null,
        "service": "model-latency"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "coverage_before": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "current": "unknown",
        "details_label": "GPT-5 nano",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": "GitHub Models fallback response for 'openai/gpt-5-nano' was not valid JSON or SSE.",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "GitHub Models fallback response for 'openai/gpt-5-nano' was not valid JSON: Expecting value: line 1 column 1 (char 0)",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "modelLatency.openai.gpt-5-nano",
        "feature_note": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A GPT-5 reasoning model with text and image processing. Supports reasoning, structured outputs, and function/tool calling. Supports Chat Completions and Responses APIs; this is not the non-reasoning chat variant. Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "kind": "observation_gaps",
        "label": "modelLatency.openai.gpt-5-nano",
        "last_available_date": null,
        "modality": "Model latency",
        "new_geography": null,
        "novelty": null,
        "previous": "unknown",
        "region": "github-global",
        "scope_reason": null,
        "service": "model-latency"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "coverage_before": {
          "available": 0,
          "observed": 1,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 1
        },
        "current": "unknown",
        "details_label": "OpenAI o3",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#o-series-models",
        "evidence_after": {
          "detail": "GitHub Models fallback response for 'openai/o3' was not valid JSON or SSE.",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "GitHub Models fallback response for 'openai/o3' was not valid JSON: Expecting value: line 1 column 1 (char 0)",
          "error_code": "GitHubModelsEmptyResponse",
          "latency_ms": null,
          "source": "snapshot",
          "status": "unknown",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "modelLatency.openai.o3",
        "feature_note": "A GitHub Models endpoint inference-latency observation, not an Azure regional model-catalog result. A reasoning model for multistep problem-solving tasks. Supports text and image processing with reasoning. Supports structured outputs and function/tool calling. Timing describes the configured request and runner-to-endpoint path, not universal model speed or an Azure region. GitHub documents GitHub Models as retired on July 30, 2026; retained observations do not prove the service is currently available. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. Only model-family capabilities are verified; this exact catalog version or endpoint mapping has not been verified.",
        "kind": "observation_gaps",
        "label": "modelLatency.openai.o3",
        "last_available_date": null,
        "modality": "Model latency",
        "new_geography": null,
        "novelty": null,
        "previous": "unknown",
        "region": "github-global",
        "scope_reason": null,
        "service": "model-latency"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in indiasouthcentral.",
          "error_code": null,
          "latency_ms": 61988,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": null,
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in indiasouthcentral.",
          "error_code": null,
          "latency_ms": 61988,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": null,
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Basic A0 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.basic.a0",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.basic.a0",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Basic A0 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Basic A1 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.basic.a1",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.basic.a1",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Basic A1 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Basic A2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.basic.a2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.basic.a2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Basic A2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Basic A3 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.basic.a3",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.basic.a3",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Basic A3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Basic A4 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.basic.a4",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.basic.a4",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Basic A4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard A0 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.a0",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a0",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard A0 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A1 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a1",
        "feature_note": "Standard_A1 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A1 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A10 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a10",
        "feature_note": "Standard_A10 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 10 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A10 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A11 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a11",
        "feature_note": "Standard_A11 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 11 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A11 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A2 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a2",
        "feature_note": "Standard_A2 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A3 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a3",
        "feature_note": "Standard_A3 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 3 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A4 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a4",
        "feature_note": "Standard_A4 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A5 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a5",
        "feature_note": "Standard_A5 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 5 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A6 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a6",
        "feature_note": "Standard_A6 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A7 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a7",
        "feature_note": "Standard_A7 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 7 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A8 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a8",
        "feature_note": "Standard_A8 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A8 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A9 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a9",
        "feature_note": "Standard_A9 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 9 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A9 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_B16pls_v2 - Burstable general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.b16pls.v2",
        "feature_note": "Standard_B16pls_v2 is a burstable general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard B16pls V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_B16ps_v2 - Burstable general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.b16ps.v2",
        "feature_note": "Standard_B16ps_v2 is a burstable general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard B16ps V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_B2pls_v2 - Burstable general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.b2pls.v2",
        "feature_note": "Standard_B2pls_v2 is a burstable general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard B2pls V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_B2ps_v2 - Burstable general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.b2ps.v2",
        "feature_note": "Standard_B2ps_v2 is a burstable general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard B2ps V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_B2pts_v2 - Burstable general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.b2pts.v2",
        "feature_note": "Standard_B2pts_v2 is a burstable general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. p = ARM-based in the documented naming convention. t = tiny memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard B2pts V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_B4pls_v2 - Burstable general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.b4pls.v2",
        "feature_note": "Standard_B4pls_v2 is a burstable general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard B4pls V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_B4ps_v2 - Burstable general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.b4ps.v2",
        "feature_note": "Standard_B4ps_v2 is a burstable general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard B4ps V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_B8pls_v2 - Burstable general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.b8pls.v2",
        "feature_note": "Standard_B8pls_v2 is a burstable general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard B8pls V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_B8ps_v2 - Burstable general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.b8ps.v2",
        "feature_note": "Standard_B8ps_v2 is a burstable general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard B8ps V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D1 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d1",
        "feature_note": "Standard_D1 is a general purpose VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D1 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D11 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d11",
        "feature_note": "Standard_D11 is a general purpose VM size decoded from Azure's naming convention. The name encodes 11 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D11 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D12 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d12",
        "feature_note": "Standard_D12 is a general purpose VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D12 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D128ads_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d128ads.v7",
        "feature_note": "Standard_D128ads_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D128ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D128alds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d128alds.v7",
        "feature_note": "Standard_D128alds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D128alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D128als_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d128als.v7",
        "feature_note": "Standard_D128als_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D128als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D128as_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d128as.v7",
        "feature_note": "Standard_D128as_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D128as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D128ds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d128ds.v7",
        "feature_note": "Standard_D128ds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D128ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D128lds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d128lds.v7",
        "feature_note": "Standard_D128lds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D128lds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D128ls_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d128ls.v7",
        "feature_note": "Standard_D128ls_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D128ls V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D128s_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d128s.v7",
        "feature_note": "Standard_D128s_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D128s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D13 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d13",
        "feature_note": "Standard_D13 is a general purpose VM size decoded from Azure's naming convention. The name encodes 13 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D13 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D14 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d14",
        "feature_note": "Standard_D14 is a general purpose VM size decoded from Azure's naming convention. The name encodes 14 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D14 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D160ads_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d160ads.v7",
        "feature_note": "Standard_D160ads_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 160 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D160ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D160alds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d160alds.v7",
        "feature_note": "Standard_D160alds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 160 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D160alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D160als_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d160als.v7",
        "feature_note": "Standard_D160als_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 160 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D160als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D160as_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d160as.v7",
        "feature_note": "Standard_D160as_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 160 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D160as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D16ads_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d16ads.v7",
        "feature_note": "Standard_D16ads_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D16ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D16alds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d16alds.v7",
        "feature_note": "Standard_D16alds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D16alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D16als_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d16als.v7",
        "feature_note": "Standard_D16als_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D16als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D16as_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d16as.v7",
        "feature_note": "Standard_D16as_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D16as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D16ds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d16ds.v7",
        "feature_note": "Standard_D16ds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D16ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D16lds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d16lds.v7",
        "feature_note": "Standard_D16lds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D16lds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D16ls_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d16ls.v7",
        "feature_note": "Standard_D16ls_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D16ls V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D16pds_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d16pds.v5",
        "feature_note": "Standard_D16pds_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D16pds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D16pds_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d16pds.v6",
        "feature_note": "Standard_D16pds_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D16pds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D16plds_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d16plds.v5",
        "feature_note": "Standard_D16plds_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D16plds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D16plds_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d16plds.v6",
        "feature_note": "Standard_D16plds_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D16plds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D16pls_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d16pls.v5",
        "feature_note": "Standard_D16pls_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D16pls V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D16pls_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d16pls.v6",
        "feature_note": "Standard_D16pls_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D16pls V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D16ps_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d16ps.v5",
        "feature_note": "Standard_D16ps_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D16ps V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D16ps_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d16ps.v6",
        "feature_note": "Standard_D16ps_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D16ps V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D16s_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d16s.v7",
        "feature_note": "Standard_D16s_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D16s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D192ds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d192ds.v7",
        "feature_note": "Standard_D192ds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 192 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D192ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D192lds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d192lds.v7",
        "feature_note": "Standard_D192lds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 192 vCPUs. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D192lds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D192ls_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d192ls.v7",
        "feature_note": "Standard_D192ls_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 192 vCPUs. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D192ls V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D192s_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d192s.v7",
        "feature_note": "Standard_D192s_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 192 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D192s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2",
        "feature_note": "Standard_D2 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2ads_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2ads.v7",
        "feature_note": "Standard_D2ads_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2alds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2alds.v7",
        "feature_note": "Standard_D2alds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2als_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2als.v7",
        "feature_note": "Standard_D2als_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2as_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2as.v7",
        "feature_note": "Standard_D2as_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2ds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2ds.v7",
        "feature_note": "Standard_D2ds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2lds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2lds.v7",
        "feature_note": "Standard_D2lds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2lds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2ls_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2ls.v7",
        "feature_note": "Standard_D2ls_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2ls V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2pds_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2pds.v5",
        "feature_note": "Standard_D2pds_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2pds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2pds_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2pds.v6",
        "feature_note": "Standard_D2pds_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2pds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2plds_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2plds.v5",
        "feature_note": "Standard_D2plds_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2plds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2plds_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2plds.v6",
        "feature_note": "Standard_D2plds_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2plds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2pls_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2pls.v5",
        "feature_note": "Standard_D2pls_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2pls V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2pls_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2pls.v6",
        "feature_note": "Standard_D2pls_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2pls V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2ps_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2ps.v5",
        "feature_note": "Standard_D2ps_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2ps V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2ps_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2ps.v6",
        "feature_note": "Standard_D2ps_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2ps V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2s_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2s.v7",
        "feature_note": "Standard_D2s_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D3 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d3",
        "feature_note": "Standard_D3 is a general purpose VM size decoded from Azure's naming convention. The name encodes 3 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D32ads_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d32ads.v7",
        "feature_note": "Standard_D32ads_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D32ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D32alds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d32alds.v7",
        "feature_note": "Standard_D32alds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D32alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D32als_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d32als.v7",
        "feature_note": "Standard_D32als_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D32als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D32as_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d32as.v7",
        "feature_note": "Standard_D32as_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D32as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D32ds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d32ds.v7",
        "feature_note": "Standard_D32ds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D32ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D32lds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d32lds.v7",
        "feature_note": "Standard_D32lds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D32lds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D32ls_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d32ls.v7",
        "feature_note": "Standard_D32ls_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D32ls V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D32pds_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d32pds.v5",
        "feature_note": "Standard_D32pds_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D32pds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D32pds_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d32pds.v6",
        "feature_note": "Standard_D32pds_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D32pds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D32plds_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d32plds.v5",
        "feature_note": "Standard_D32plds_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D32plds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D32plds_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d32plds.v6",
        "feature_note": "Standard_D32plds_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D32plds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D32pls_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d32pls.v5",
        "feature_note": "Standard_D32pls_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D32pls V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D32pls_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d32pls.v6",
        "feature_note": "Standard_D32pls_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D32pls V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D32ps_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d32ps.v5",
        "feature_note": "Standard_D32ps_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D32ps V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D32ps_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d32ps.v6",
        "feature_note": "Standard_D32ps_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D32ps V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D32s_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d32s.v7",
        "feature_note": "Standard_D32s_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D32s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4",
        "feature_note": "Standard_D4 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D48ads_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d48ads.v7",
        "feature_note": "Standard_D48ads_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D48ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D48alds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d48alds.v7",
        "feature_note": "Standard_D48alds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D48alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D48als_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d48als.v7",
        "feature_note": "Standard_D48als_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D48als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D48as_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d48as.v7",
        "feature_note": "Standard_D48as_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D48as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D48ds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d48ds.v7",
        "feature_note": "Standard_D48ds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D48ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D48lds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d48lds.v7",
        "feature_note": "Standard_D48lds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D48lds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D48ls_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d48ls.v7",
        "feature_note": "Standard_D48ls_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D48ls V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D48pds_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d48pds.v5",
        "feature_note": "Standard_D48pds_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D48pds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D48pds_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d48pds.v6",
        "feature_note": "Standard_D48pds_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D48pds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D48plds_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d48plds.v5",
        "feature_note": "Standard_D48plds_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D48plds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D48plds_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d48plds.v6",
        "feature_note": "Standard_D48plds_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D48plds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D48pls_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d48pls.v5",
        "feature_note": "Standard_D48pls_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D48pls V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D48pls_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d48pls.v6",
        "feature_note": "Standard_D48pls_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D48pls V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D48ps_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d48ps.v5",
        "feature_note": "Standard_D48ps_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D48ps V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D48ps_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d48ps.v6",
        "feature_note": "Standard_D48ps_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D48ps V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D48s_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d48s.v7",
        "feature_note": "Standard_D48s_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D48s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4ads_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4ads.v7",
        "feature_note": "Standard_D4ads_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4alds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4alds.v7",
        "feature_note": "Standard_D4alds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4als_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4als.v7",
        "feature_note": "Standard_D4als_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4as_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4as.v7",
        "feature_note": "Standard_D4as_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4ds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4ds.v7",
        "feature_note": "Standard_D4ds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4lds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4lds.v7",
        "feature_note": "Standard_D4lds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4lds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4ls_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4ls.v7",
        "feature_note": "Standard_D4ls_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4ls V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4pds_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4pds.v5",
        "feature_note": "Standard_D4pds_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4pds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4pds_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4pds.v6",
        "feature_note": "Standard_D4pds_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4pds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4plds_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4plds.v5",
        "feature_note": "Standard_D4plds_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4plds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4plds_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4plds.v6",
        "feature_note": "Standard_D4plds_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4plds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4pls_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4pls.v5",
        "feature_note": "Standard_D4pls_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4pls V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4pls_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4pls.v6",
        "feature_note": "Standard_D4pls_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4pls V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4ps_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4ps.v5",
        "feature_note": "Standard_D4ps_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4ps V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4ps_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4ps.v6",
        "feature_note": "Standard_D4ps_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4ps V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4s_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4s.v7",
        "feature_note": "Standard_D4s_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D64ads_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d64ads.v7",
        "feature_note": "Standard_D64ads_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D64ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D64alds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d64alds.v7",
        "feature_note": "Standard_D64alds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D64alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D64als_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d64als.v7",
        "feature_note": "Standard_D64als_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D64als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D64as_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d64as.v7",
        "feature_note": "Standard_D64as_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D64as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D64ds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d64ds.v7",
        "feature_note": "Standard_D64ds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D64ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D64lds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d64lds.v7",
        "feature_note": "Standard_D64lds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D64lds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D64ls_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d64ls.v7",
        "feature_note": "Standard_D64ls_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D64ls V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D64pds_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d64pds.v5",
        "feature_note": "Standard_D64pds_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D64pds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D64pds_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d64pds.v6",
        "feature_note": "Standard_D64pds_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D64pds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D64plds_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d64plds.v5",
        "feature_note": "Standard_D64plds_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D64plds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D64plds_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d64plds.v6",
        "feature_note": "Standard_D64plds_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D64plds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D64pls_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d64pls.v5",
        "feature_note": "Standard_D64pls_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D64pls V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D64pls_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d64pls.v6",
        "feature_note": "Standard_D64pls_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D64pls V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D64ps_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d64ps.v5",
        "feature_note": "Standard_D64ps_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D64ps V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D64ps_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d64ps.v6",
        "feature_note": "Standard_D64ps_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D64ps V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D64s_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d64s.v7",
        "feature_note": "Standard_D64s_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D64s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D8ads_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d8ads.v7",
        "feature_note": "Standard_D8ads_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D8ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D8alds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d8alds.v7",
        "feature_note": "Standard_D8alds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D8alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D8als_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d8als.v7",
        "feature_note": "Standard_D8als_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D8als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D8as_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d8as.v7",
        "feature_note": "Standard_D8as_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D8as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D8ds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d8ds.v7",
        "feature_note": "Standard_D8ds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D8ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D8lds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d8lds.v7",
        "feature_note": "Standard_D8lds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D8lds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D8ls_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d8ls.v7",
        "feature_note": "Standard_D8ls_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D8ls V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D8pds_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d8pds.v5",
        "feature_note": "Standard_D8pds_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D8pds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D8pds_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d8pds.v6",
        "feature_note": "Standard_D8pds_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D8pds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D8plds_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d8plds.v5",
        "feature_note": "Standard_D8plds_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D8plds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D8plds_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d8plds.v6",
        "feature_note": "Standard_D8plds_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D8plds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D8pls_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d8pls.v5",
        "feature_note": "Standard_D8pls_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D8pls V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D8pls_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d8pls.v6",
        "feature_note": "Standard_D8pls_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D8pls V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D8ps_v5 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d8ps.v5",
        "feature_note": "Standard_D8ps_v5 is a general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D8ps V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D8ps_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d8ps.v6",
        "feature_note": "Standard_D8ps_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D8ps V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D8s_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d8s.v7",
        "feature_note": "Standard_D8s_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D8s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D96ads_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d96ads.v7",
        "feature_note": "Standard_D96ads_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D96ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D96alds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d96alds.v7",
        "feature_note": "Standard_D96alds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D96alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D96als_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d96als.v7",
        "feature_note": "Standard_D96als_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D96als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D96as_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d96as.v7",
        "feature_note": "Standard_D96as_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D96as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D96ds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d96ds.v7",
        "feature_note": "Standard_D96ds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D96ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D96lds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d96lds.v7",
        "feature_note": "Standard_D96lds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D96lds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D96ls_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d96ls.v7",
        "feature_note": "Standard_D96ls_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D96ls V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 41,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 22,
          "unknown": 0
        },
        "coverage_before": {
          "available": 41,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 22,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D96pds_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d96pds.v6",
        "feature_note": "Standard_D96pds_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D96pds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D96plds_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d96plds.v6",
        "feature_note": "Standard_D96plds_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D96plds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D96pls_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d96pls.v6",
        "feature_note": "Standard_D96pls_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. p = ARM-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D96pls V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 41,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 22,
          "unknown": 0
        },
        "coverage_before": {
          "available": 41,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 22,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D96ps_v6 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d96ps.v6",
        "feature_note": "Standard_D96ps_v6 is a general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D96ps V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D96s_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d96s.v7",
        "feature_note": "Standard_D96s_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D96s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16ads.cc.v5",
        "feature_note": "Standard_DC16ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16ads Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16ads_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16ads.v5",
        "feature_note": "Standard_DC16ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16ads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16as.cc.v5",
        "feature_note": "Standard_DC16as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16as Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16ds_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16ds.v3",
        "feature_note": "Standard_DC16ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16ds V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16eds.v5",
        "feature_note": "Standard_DC16eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16eds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16es.v5",
        "feature_note": "Standard_DC16es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16es V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16s_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16s.v3",
        "feature_note": "Standard_DC16s_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16s V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC1ds_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc1ds.v3",
        "feature_note": "Standard_DC1ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc1ds V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC1s_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc1s.v2",
        "feature_note": "Standard_DC1s_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc1s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC1s_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc1s.v3",
        "feature_note": "Standard_DC1s_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc1s V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC24ds_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc24ds.v3",
        "feature_note": "Standard_DC24ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc24ds V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC24s_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc24s.v3",
        "feature_note": "Standard_DC24s_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc24s V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2ads_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2ads.v5",
        "feature_note": "Standard_DC2ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2ads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2as_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2as.v5",
        "feature_note": "Standard_DC2as_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2as V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2ds_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2ds.v3",
        "feature_note": "Standard_DC2ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2ds V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2eds.v5",
        "feature_note": "Standard_DC2eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2eds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2es.v5",
        "feature_note": "Standard_DC2es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2es V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2s - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2s",
        "feature_note": "Standard_DC2s is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2s VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2s_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2s.v2",
        "feature_note": "Standard_DC2s_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2s_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2s.v3",
        "feature_note": "Standard_DC2s_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2s V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32ads.cc.v5",
        "feature_note": "Standard_DC32ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32ads Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32ads_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32ads.v5",
        "feature_note": "Standard_DC32ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32ads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32as.cc.v5",
        "feature_note": "Standard_DC32as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32as Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32as_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32as.v5",
        "feature_note": "Standard_DC32as_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32as V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32ds_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32ds.v3",
        "feature_note": "Standard_DC32ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32ds V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32eds.v5",
        "feature_note": "Standard_DC32eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32eds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32es.v5",
        "feature_note": "Standard_DC32es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32es V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32s_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32s.v3",
        "feature_note": "Standard_DC32s_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32s V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48ads.cc.v5",
        "feature_note": "Standard_DC48ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48ads Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48ads_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48ads.v5",
        "feature_note": "Standard_DC48ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48ads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48as.cc.v5",
        "feature_note": "Standard_DC48as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48as Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48as_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48as.v5",
        "feature_note": "Standard_DC48as_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48as V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48ds_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48ds.v3",
        "feature_note": "Standard_DC48ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48ds V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48eds.v5",
        "feature_note": "Standard_DC48eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48eds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48es.v5",
        "feature_note": "Standard_DC48es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48es V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48s_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48s.v3",
        "feature_note": "Standard_DC48s_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48s V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4ads.cc.v5",
        "feature_note": "Standard_DC4ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4ads Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4ads_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4ads.v5",
        "feature_note": "Standard_DC4ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4ads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4as.cc.v5",
        "feature_note": "Standard_DC4as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4as Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4as_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4as.v5",
        "feature_note": "Standard_DC4as_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4as V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4ds_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4ds.v3",
        "feature_note": "Standard_DC4ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4ds V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4eds.v5",
        "feature_note": "Standard_DC4eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4eds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4es.v5",
        "feature_note": "Standard_DC4es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4es V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4s - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4s",
        "feature_note": "Standard_DC4s is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4s VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4s_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4s.v2",
        "feature_note": "Standard_DC4s_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4s_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4s.v3",
        "feature_note": "Standard_DC4s_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4s V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64ads.cc.v5",
        "feature_note": "Standard_DC64ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64ads Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64ads_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64ads.v5",
        "feature_note": "Standard_DC64ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64ads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64as.cc.v5",
        "feature_note": "Standard_DC64as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64as Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64as_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64as.v5",
        "feature_note": "Standard_DC64as_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64as V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64eds.v5",
        "feature_note": "Standard_DC64eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64eds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64es.v5",
        "feature_note": "Standard_DC64es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64es V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8.v2",
        "feature_note": "Standard_DC8_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8 V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8ads.cc.v5",
        "feature_note": "Standard_DC8ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8ads Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8ads_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8ads.v5",
        "feature_note": "Standard_DC8ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8ads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8as.cc.v5",
        "feature_note": "Standard_DC8as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8as Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8as_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8as.v5",
        "feature_note": "Standard_DC8as_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8as V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8ds_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8ds.v3",
        "feature_note": "Standard_DC8ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8ds V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8eds.v5",
        "feature_note": "Standard_DC8eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8eds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8es.v5",
        "feature_note": "Standard_DC8es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8es V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8s - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8s",
        "feature_note": "Standard_DC8s is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8s VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8s_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8s.v3",
        "feature_note": "Standard_DC8s_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8s V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96ads.cc.v5",
        "feature_note": "Standard_DC96ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96ads Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96ads_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96ads.v5",
        "feature_note": "Standard_DC96ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96ads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96as.cc.v5",
        "feature_note": "Standard_DC96as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96as Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96as_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96as.v5",
        "feature_note": "Standard_DC96as_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96as V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96eds.v5",
        "feature_note": "Standard_DC96eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96eds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96es.v5",
        "feature_note": "Standard_DC96es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96es V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ds1 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds1",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ds1",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ds1 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ds11 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds11",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ds11",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ds11 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ds12 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds12",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ds12",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ds12 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ds13 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds13",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ds13",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ds13 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ds14 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds14",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ds14",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ds14 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ds2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ds2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ds2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ds3 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds3",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ds3",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ds3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ds4 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds4",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ds4",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ds4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E128 32ads V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e128.32ads.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e128.32ads.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E128 32ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E128 32as V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e128.32as.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e128.32as.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E128 32as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E128 32ds V6 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e128.32ds.v6",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e128.32ds.v6",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E128 32ds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E128 32s V6 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e128.32s.v6",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e128.32s.v6",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E128 32s V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E128 64ads V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e128.64ads.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e128.64ads.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E128 64ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E128 64as V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e128.64as.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e128.64as.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E128 64as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E128 64ds V6 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e128.64ds.v6",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e128.64ds.v6",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E128 64ds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E128 64s V6 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e128.64s.v6",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e128.64s.v6",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E128 64s V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E128ads_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e128ads.v7",
        "feature_note": "Standard_E128ads_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E128ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E128as_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e128as.v7",
        "feature_note": "Standard_E128as_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E128as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E128ds_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e128ds.v6",
        "feature_note": "Standard_E128ds_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E128ds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "coverage_before": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E128ds_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e128ds.v7",
        "feature_note": "Standard_E128ds_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E128ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E128nds_v6 - network-optimized memory-optimized VM",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/endsv6-series",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e128nds.v6",
        "feature_note": "Endsv6 is a network-optimized memory-optimized VM series using Intel Xeon Platinum 8573C processors. 128 vCPUs and 1024 GiB RAM, from the documented size table. Memory-optimized configuration with 8 GiB per vCPU. Local temporary disks (d) provide scratch space; keep durable data elsewhere. Network-optimized (n): accelerated connection setup and higher bandwidth per vCPU; Premium SSD-compatible (s). A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E128nds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E128ns_v6 - network-optimized memory-optimized VM",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/memory-optimized/ensv6-series",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e128ns.v6",
        "feature_note": "Ensv6 is a network-optimized memory-optimized VM series using Intel Xeon Platinum 8573C processors. 128 vCPUs and 1024 GiB RAM, from the documented size table. Memory-optimized configuration with 8 GiB per vCPU. No local temporary disk; use remote managed disks for persistent storage. Network-optimized (n): accelerated connection setup and higher bandwidth per vCPU; Premium SSD-compatible (s). A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E128ns V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E128s_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e128s.v6",
        "feature_note": "Standard_E128s_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E128s V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "coverage_before": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E128s_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e128s.v7",
        "feature_note": "Standard_E128s_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E128s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E16 4ads V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e16.4ads.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e16.4ads.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E16 4ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E16 4as V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e16.4as.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e16.4as.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E16 4as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E16 8ads V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e16.8ads.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e16.8ads.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E16 8ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E16 8as V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e16.8as.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e16.8as.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E16 8as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "coverage_before": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E160ads_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e160ads.v7",
        "feature_note": "Standard_E160ads_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 160 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E160ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "coverage_before": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E160as_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e160as.v7",
        "feature_note": "Standard_E160as_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 160 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E160as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E16ads_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e16ads.v7",
        "feature_note": "Standard_E16ads_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E16ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E16as_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e16as.v7",
        "feature_note": "Standard_E16as_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E16as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E16ds_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e16ds.v7",
        "feature_note": "Standard_E16ds_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E16ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E16pds_v5 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e16pds.v5",
        "feature_note": "Standard_E16pds_v5 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E16pds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E16pds_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e16pds.v6",
        "feature_note": "Standard_E16pds_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E16pds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E16ps_v5 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e16ps.v5",
        "feature_note": "Standard_E16ps_v5 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E16ps V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E16ps_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e16ps.v6",
        "feature_note": "Standard_E16ps_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E16ps V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E16s_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e16s.v7",
        "feature_note": "Standard_E16s_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E16s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "coverage_before": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E192ds_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e192ds.v7",
        "feature_note": "Standard_E192ds_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 192 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E192ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E192ids_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e192ids.v6",
        "feature_note": "Standard_E192ids_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 192 vCPUs. i = isolated in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E192ids V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E192is_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e192is.v6",
        "feature_note": "Standard_E192is_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 192 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E192is V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "coverage_before": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E192s_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e192s.v7",
        "feature_note": "Standard_E192s_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 192 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E192s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E20ds_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e20ds.v7",
        "feature_note": "Standard_E20ds_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E20ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E20pds_v5 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e20pds.v5",
        "feature_note": "Standard_E20pds_v5 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E20pds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E20ps_v5 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e20ps.v5",
        "feature_note": "Standard_E20ps_v5 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E20ps V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E20s_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e20s.v7",
        "feature_note": "Standard_E20s_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E20s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E2ads_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e2ads.v7",
        "feature_note": "Standard_E2ads_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E2ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E2as_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e2as.v7",
        "feature_note": "Standard_E2as_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E2as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E2ds_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e2ds.v7",
        "feature_note": "Standard_E2ds_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E2ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E2pds_v5 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e2pds.v5",
        "feature_note": "Standard_E2pds_v5 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E2pds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E2pds_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e2pds.v6",
        "feature_note": "Standard_E2pds_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E2pds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E2ps_v5 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e2ps.v5",
        "feature_note": "Standard_E2ps_v5 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E2ps V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E2ps_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e2ps.v6",
        "feature_note": "Standard_E2ps_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E2ps V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E2s_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e2s.v7",
        "feature_note": "Standard_E2s_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E2s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E32 16ads V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e32.16ads.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e32.16ads.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E32 16ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E32 16as V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e32.16as.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e32.16as.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E32 16as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E32 8ads V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e32.8ads.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e32.8ads.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E32 8ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E32 8as V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e32.8as.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e32.8as.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E32 8as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E32ads_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e32ads.v7",
        "feature_note": "Standard_E32ads_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E32ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E32as_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e32as.v7",
        "feature_note": "Standard_E32as_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E32as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E32ds_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e32ds.v7",
        "feature_note": "Standard_E32ds_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E32ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E32pds_v5 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e32pds.v5",
        "feature_note": "Standard_E32pds_v5 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E32pds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E32pds_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e32pds.v6",
        "feature_note": "Standard_E32pds_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E32pds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E32ps_v5 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e32ps.v5",
        "feature_note": "Standard_E32ps_v5 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E32ps V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E32ps_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e32ps.v6",
        "feature_note": "Standard_E32ps_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E32ps V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E32s_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e32s.v7",
        "feature_note": "Standard_E32s_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E32s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E4 2ads V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e4.2ads.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e4.2ads.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E4 2ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E4 2as V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e4.2as.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e4.2as.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E4 2as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E48ads_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e48ads.v7",
        "feature_note": "Standard_E48ads_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E48ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E48as_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e48as.v7",
        "feature_note": "Standard_E48as_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E48as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "coverage_before": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E48ds_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e48ds.v7",
        "feature_note": "Standard_E48ds_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E48ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 41,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 22,
          "unknown": 0
        },
        "coverage_before": {
          "available": 41,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 22,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E48pds_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e48pds.v6",
        "feature_note": "Standard_E48pds_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E48pds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 41,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 22,
          "unknown": 0
        },
        "coverage_before": {
          "available": 41,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 22,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E48ps_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e48ps.v6",
        "feature_note": "Standard_E48ps_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E48ps V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "coverage_before": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E48s_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e48s.v7",
        "feature_note": "Standard_E48s_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E48s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E4ads_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e4ads.v7",
        "feature_note": "Standard_E4ads_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E4ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E4as_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e4as.v7",
        "feature_note": "Standard_E4as_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E4as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E4ds_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e4ds.v7",
        "feature_note": "Standard_E4ds_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E4ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E4pds_v5 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e4pds.v5",
        "feature_note": "Standard_E4pds_v5 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E4pds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E4pds_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e4pds.v6",
        "feature_note": "Standard_E4pds_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E4pds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E4ps_v5 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e4ps.v5",
        "feature_note": "Standard_E4ps_v5 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E4ps V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E4ps_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e4ps.v6",
        "feature_note": "Standard_E4ps_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E4ps V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E4s_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e4s.v7",
        "feature_note": "Standard_E4s_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E4s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E64 16ads V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e64.16ads.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e64.16ads.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E64 16ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E64 16as V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e64.16as.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e64.16as.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E64 16as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E64 32ads V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e64.32ads.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e64.32ads.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E64 32ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E64 32as V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e64.32as.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e64.32as.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E64 32as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E64ads_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e64ads.v7",
        "feature_note": "Standard_E64ads_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E64ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E64as_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e64as.v7",
        "feature_note": "Standard_E64as_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E64as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "coverage_before": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E64ds_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e64ds.v7",
        "feature_note": "Standard_E64ds_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E64ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E64i_v3 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e64i.v3",
        "feature_note": "Standard_E64i_v3 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. i = isolated in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E64i V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E64is_v3 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e64is.v3",
        "feature_note": "Standard_E64is_v3 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E64is V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 41,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 22,
          "unknown": 0
        },
        "coverage_before": {
          "available": 41,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 22,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E64pds_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e64pds.v6",
        "feature_note": "Standard_E64pds_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E64pds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 41,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 22,
          "unknown": 0
        },
        "coverage_before": {
          "available": 41,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 22,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E64ps_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e64ps.v6",
        "feature_note": "Standard_E64ps_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E64ps V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "coverage_before": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E64s_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e64s.v7",
        "feature_note": "Standard_E64s_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E64s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E8 2ads V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e8.2ads.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e8.2ads.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E8 2ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E8 2as V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e8.2as.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e8.2as.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E8 2as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E8 4ads V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e8.4ads.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e8.4ads.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E8 4ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E8 4as V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e8.4as.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e8.4as.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E8 4as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "coverage_before": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E80ids_v4 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e80ids.v4",
        "feature_note": "Standard_E80ids_v4 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 80 vCPUs. i = isolated in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E80ids V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "coverage_before": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E80is_v4 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e80is.v4",
        "feature_note": "Standard_E80is_v4 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 80 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E80is V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E8ads_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e8ads.v7",
        "feature_note": "Standard_E8ads_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E8ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E8as_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e8as.v7",
        "feature_note": "Standard_E8as_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E8as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E8ds_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e8ds.v7",
        "feature_note": "Standard_E8ds_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E8ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E8pds_v5 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e8pds.v5",
        "feature_note": "Standard_E8pds_v5 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E8pds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E8pds_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e8pds.v6",
        "feature_note": "Standard_E8pds_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E8pds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "coverage_before": {
          "available": 23,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 40,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E8ps_v5 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e8ps.v5",
        "feature_note": "Standard_E8ps_v5 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E8ps V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "coverage_before": {
          "available": 42,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 21,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E8ps_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e8ps.v6",
        "feature_note": "Standard_E8ps_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E8ps V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E8s_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e8s.v7",
        "feature_note": "Standard_E8s_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E8s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E96 24ads V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e96.24ads.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e96.24ads.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E96 24ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E96 24as V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e96.24as.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e96.24as.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E96 24as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E96 48ads V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e96.48ads.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e96.48ads.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E96 48ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard E96 48as V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.e96.48as.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e96.48as.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard E96 48as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E96ads_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e96ads.v7",
        "feature_note": "Standard_E96ads_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E96ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "coverage_before": {
          "available": 31,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 32,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E96as_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e96as.v7",
        "feature_note": "Standard_E96as_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E96as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "coverage_before": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E96ds_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e96ds.v7",
        "feature_note": "Standard_E96ds_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E96ds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 22,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 41,
          "unknown": 0
        },
        "coverage_before": {
          "available": 22,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 41,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E96ias_v4 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e96ias.v4",
        "feature_note": "Standard_E96ias_v4 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. i = isolated in the documented naming convention. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E96ias V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 41,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 22,
          "unknown": 0
        },
        "coverage_before": {
          "available": 41,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 22,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E96pds_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e96pds.v6",
        "feature_note": "Standard_E96pds_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. p = ARM-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E96pds V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 41,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 22,
          "unknown": 0
        },
        "coverage_before": {
          "available": 41,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 22,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E96ps_v6 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e96ps.v6",
        "feature_note": "Standard_E96ps_v6 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. p = ARM-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E96ps V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "coverage_before": {
          "available": 11,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 52,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E96s_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e96s.v7",
        "feature_note": "Standard_E96s_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E96s V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC128eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec128eds.v5",
        "feature_note": "Standard_EC128eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec128eds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC128es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec128es.v5",
        "feature_note": "Standard_EC128es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec128es V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16ads.cc.v5",
        "feature_note": "Standard_EC16ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16ads Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16ads.v5",
        "feature_note": "Standard_EC16ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16ads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16as.cc.v5",
        "feature_note": "Standard_EC16as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16as Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16as.v5",
        "feature_note": "Standard_EC16as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16as V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16eds.v5",
        "feature_note": "Standard_EC16eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16eds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16es.v5",
        "feature_note": "Standard_EC16es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16es V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC20ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec20ads.cc.v5",
        "feature_note": "Standard_EC20ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec20ads Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC20ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec20ads.v5",
        "feature_note": "Standard_EC20ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec20ads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC20as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec20as.cc.v5",
        "feature_note": "Standard_EC20as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec20as Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC20as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec20as.v5",
        "feature_note": "Standard_EC20as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec20as V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC2ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec2ads.v5",
        "feature_note": "Standard_EC2ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec2ads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC2as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec2as.v5",
        "feature_note": "Standard_EC2as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec2as V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC2eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec2eds.v5",
        "feature_note": "Standard_EC2eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec2eds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC2es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec2es.v5",
        "feature_note": "Standard_EC2es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec2es V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32ads.cc.v5",
        "feature_note": "Standard_EC32ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32ads Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32ads.v5",
        "feature_note": "Standard_EC32ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32ads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32as.cc.v5",
        "feature_note": "Standard_EC32as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32as Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32as.v5",
        "feature_note": "Standard_EC32as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32as V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32eds.v5",
        "feature_note": "Standard_EC32eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32eds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32es.v5",
        "feature_note": "Standard_EC32es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32es V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48ads.cc.v5",
        "feature_note": "Standard_EC48ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48ads Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48ads.v5",
        "feature_note": "Standard_EC48ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48ads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48as.cc.v5",
        "feature_note": "Standard_EC48as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48as Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48as.v5",
        "feature_note": "Standard_EC48as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48as V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48eds.v5",
        "feature_note": "Standard_EC48eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48eds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48es.v5",
        "feature_note": "Standard_EC48es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48es V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4ads.cc.v5",
        "feature_note": "Standard_EC4ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4ads Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4ads.v5",
        "feature_note": "Standard_EC4ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4ads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4as.cc.v5",
        "feature_note": "Standard_EC4as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4as Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4as.v5",
        "feature_note": "Standard_EC4as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4as V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4eds.v5",
        "feature_note": "Standard_EC4eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4eds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4es.v5",
        "feature_note": "Standard_EC4es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4es V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64ads.cc.v5",
        "feature_note": "Standard_EC64ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64ads Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64ads.v5",
        "feature_note": "Standard_EC64ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64ads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64as.cc.v5",
        "feature_note": "Standard_EC64as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64as Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64as.v5",
        "feature_note": "Standard_EC64as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64as V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64eds.v5",
        "feature_note": "Standard_EC64eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64eds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64es.v5",
        "feature_note": "Standard_EC64es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64es V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8ads.cc.v5",
        "feature_note": "Standard_EC8ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8ads Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8ads.v5",
        "feature_note": "Standard_EC8ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8ads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8as.cc.v5",
        "feature_note": "Standard_EC8as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8as Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8as.v5",
        "feature_note": "Standard_EC8as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8as V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8eds.v5",
        "feature_note": "Standard_EC8eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8eds V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8es.v5",
        "feature_note": "Standard_EC8es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8es V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC96ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec96ads.cc.v5",
        "feature_note": "Standard_EC96ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec96ads Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC96ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec96ads.v5",
        "feature_note": "Standard_EC96ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec96ads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC96as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec96as.cc.v5",
        "feature_note": "Standard_EC96as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec96as Cc V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC96as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec96as.v5",
        "feature_note": "Standard_EC96as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec96as V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC96iads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec96iads.v5",
        "feature_note": "Standard_EC96iads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. i = isolated in the documented naming convention. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec96iads V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC96ias_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec96ias.v5",
        "feature_note": "Standard_EC96ias_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. i = isolated in the documented naming convention. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec96ias V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F16 4amds V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f16.4amds.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f16.4amds.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F16 4amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F16 4ams V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f16.4ams.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f16.4ams.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F16 4ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F16 8amds V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f16.8amds.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f16.8amds.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F16 8amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F16 8ams V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f16.8ams.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f16.8ams.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F16 8ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F16ads_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f16ads.v7",
        "feature_note": "Standard_F16ads_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F16ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F16alds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f16alds.v7",
        "feature_note": "Standard_F16alds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F16alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F16als_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f16als.v7",
        "feature_note": "Standard_F16als_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F16als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F16amds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f16amds.v7",
        "feature_note": "Standard_F16amds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F16amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F16ams_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f16ams.v7",
        "feature_note": "Standard_F16ams_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F16ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F16as_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f16as.v7",
        "feature_note": "Standard_F16as_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F16as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F1ads_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f1ads.v7",
        "feature_note": "Standard_F1ads_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F1ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F1alds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f1alds.v7",
        "feature_note": "Standard_F1alds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F1alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F1als_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f1als.v7",
        "feature_note": "Standard_F1als_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F1als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F1amds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f1amds.v7",
        "feature_note": "Standard_F1amds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F1amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F1ams_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f1ams.v7",
        "feature_note": "Standard_F1ams_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F1ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F1as_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f1as.v7",
        "feature_note": "Standard_F1as_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F1as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F2 1amds V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f2.1amds.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f2.1amds.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F2 1amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F2 1ams V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f2.1ams.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f2.1ams.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F2 1ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F2ads_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f2ads.v7",
        "feature_note": "Standard_F2ads_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F2ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F2alds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f2alds.v7",
        "feature_note": "Standard_F2alds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F2alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F2als_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f2als.v7",
        "feature_note": "Standard_F2als_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F2als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F2amds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f2amds.v7",
        "feature_note": "Standard_F2amds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F2amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F2ams_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f2ams.v7",
        "feature_note": "Standard_F2ams_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F2ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F2as_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f2as.v7",
        "feature_note": "Standard_F2as_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F2as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F32 16amds V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f32.16amds.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f32.16amds.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F32 16amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F32 16ams V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f32.16ams.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f32.16ams.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F32 16ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F32 8amds V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f32.8amds.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f32.8amds.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F32 8amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F32 8ams V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f32.8ams.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f32.8ams.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F32 8ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F32ads_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f32ads.v7",
        "feature_note": "Standard_F32ads_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F32ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F32alds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f32alds.v7",
        "feature_note": "Standard_F32alds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F32alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F32als_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f32als.v7",
        "feature_note": "Standard_F32als_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F32als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F32amds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f32amds.v7",
        "feature_note": "Standard_F32amds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F32amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F32ams_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f32ams.v7",
        "feature_note": "Standard_F32ams_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F32ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F32as_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f32as.v7",
        "feature_note": "Standard_F32as_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F32as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F4 1amds V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f4.1amds.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f4.1amds.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F4 1amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F4 1ams V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f4.1ams.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f4.1ams.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F4 1ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F4 2amds V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f4.2amds.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f4.2amds.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F4 2amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F4 2ams V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f4.2ams.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f4.2ams.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F4 2ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F48ads_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f48ads.v7",
        "feature_note": "Standard_F48ads_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F48ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F48alds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f48alds.v7",
        "feature_note": "Standard_F48alds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F48alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F48als_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f48als.v7",
        "feature_note": "Standard_F48als_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F48als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F48amds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f48amds.v7",
        "feature_note": "Standard_F48amds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F48amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F48ams_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f48ams.v7",
        "feature_note": "Standard_F48ams_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F48ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F48as_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f48as.v7",
        "feature_note": "Standard_F48as_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F48as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F4ads_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f4ads.v7",
        "feature_note": "Standard_F4ads_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F4ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F4alds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f4alds.v7",
        "feature_note": "Standard_F4alds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F4alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F4als_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f4als.v7",
        "feature_note": "Standard_F4als_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F4als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F4amds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f4amds.v7",
        "feature_note": "Standard_F4amds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F4amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F4ams_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f4ams.v7",
        "feature_note": "Standard_F4ams_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F4ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F4as_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f4as.v7",
        "feature_note": "Standard_F4as_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F4as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F64 16amds V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f64.16amds.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f64.16amds.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F64 16amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F64 16ams V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f64.16ams.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f64.16ams.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F64 16ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F64 32amds V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f64.32amds.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f64.32amds.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F64 32amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F64 32ams V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f64.32ams.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f64.32ams.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F64 32ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F64ads_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f64ads.v7",
        "feature_note": "Standard_F64ads_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F64ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F64alds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f64alds.v7",
        "feature_note": "Standard_F64alds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F64alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F64als_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f64als.v7",
        "feature_note": "Standard_F64als_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F64als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F64amds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f64amds.v7",
        "feature_note": "Standard_F64amds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F64amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F64ams_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f64ams.v7",
        "feature_note": "Standard_F64ams_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F64ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F64as_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f64as.v7",
        "feature_note": "Standard_F64as_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F64as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F8 2amds V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f8.2amds.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f8.2amds.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F8 2amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F8 2ams V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f8.2ams.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f8.2ams.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F8 2ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F8 4amds V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f8.4amds.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f8.4amds.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F8 4amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard F8 4ams V7 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.f8.4ams.v7",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f8.4ams.v7",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard F8 4ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F80ads_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f80ads.v7",
        "feature_note": "Standard_F80ads_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 80 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F80ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F80alds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f80alds.v7",
        "feature_note": "Standard_F80alds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 80 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F80alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F80als_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f80als.v7",
        "feature_note": "Standard_F80als_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 80 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F80als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F80amds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f80amds.v7",
        "feature_note": "Standard_F80amds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 80 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F80amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F80ams_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f80ams.v7",
        "feature_note": "Standard_F80ams_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 80 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F80ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F80as_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f80as.v7",
        "feature_note": "Standard_F80as_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 80 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F80as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F8ads_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f8ads.v7",
        "feature_note": "Standard_F8ads_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F8ads V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F8alds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f8alds.v7",
        "feature_note": "Standard_F8alds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F8alds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F8als_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f8als.v7",
        "feature_note": "Standard_F8als_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F8als V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F8amds_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f8amds.v7",
        "feature_note": "Standard_F8amds_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F8amds V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F8ams_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f8ams.v7",
        "feature_note": "Standard_F8ams_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F8ams V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "coverage_before": {
          "available": 29,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 34,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_F8as_v7 - Compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.f8as.v7",
        "feature_note": "Standard_F8as_v7 is a compute optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard F8as V7 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx12 6mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx12.6mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx12.6mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx12 6mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx12 6ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx12.6ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx12.6ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx12 6ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "coverage_before": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx12mds VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx12mds",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx12mds",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx12mds VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx12mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx12mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx12mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx12mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx12ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx12ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx12ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx12ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx16 4mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx16.4mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx16.4mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx16 4mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx16 4ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx16.4ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx16.4ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx16 4ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx16 8mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx16.8mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx16.8mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx16 8mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx16 8ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx16.8ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx16.8ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx16 8ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx16mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx16mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx16mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx16mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx16ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx16ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx16ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx16ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx24 12mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx24.12mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx24.12mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx24 12mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx24 12ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx24.12ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx24.12ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx24 12ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx24 6mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx24.6mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx24.6mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx24 6mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx24 6ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx24.6ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx24.6ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx24 6ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "coverage_before": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx24mds VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx24mds",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx24mds",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx24mds VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx24mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx24mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx24mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx24mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx24ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx24ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx24ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx24ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx2mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx2mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx2mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx2mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx2ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx2ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx2ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx2ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx32 16mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx32.16mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx32.16mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx32 16mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx32 16ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx32.16ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx32.16ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx32 16ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx32 8mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx32.8mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx32.8mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx32 8mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx32 8ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx32.8ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx32.8ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx32 8ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx32mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx32mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx32mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx32mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx32ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx32ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx32ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx32ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "coverage_before": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx36mds VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx36mds",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx36mds",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx36mds VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx4 2mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx4.2mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx4.2mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx4 2mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx4 2ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx4.2ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx4.2ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx4 2ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx48 12mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx48.12mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx48.12mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx48 12mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx48 12ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx48.12ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx48.12ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx48 12ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx48 24mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx48.24mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx48.24mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx48 24mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx48 24ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx48.24ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx48.24ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx48 24ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "coverage_before": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx48mds VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx48mds",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx48mds",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx48mds VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx48mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx48mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx48mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx48mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx48ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx48ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx48ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx48ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "coverage_before": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx4mds VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx4mds",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx4mds",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx4mds VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx4mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx4mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx4mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx4mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx4ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx4ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx4ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx4ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx64 16mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx64.16mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx64.16mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx64 16mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx64 16ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx64.16ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx64.16ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx64 16ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx64 32mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx64.32mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx64.32mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx64 32mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx64 32ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx64.32ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx64.32ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx64 32ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx64mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx64mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx64mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx64mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx64ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx64ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx64ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx64ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx8 2mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx8.2mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx8.2mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx8 2mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx8 2ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx8.2ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx8.2ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx8 2ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx8 4mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx8.4mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx8.4mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx8 4mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx8 4ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx8.4ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx8.4ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx8 4ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx8mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx8mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx8mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx8mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx8ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx8ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx8ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx8ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx96 24mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx96.24mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx96.24mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx96 24mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx96 24ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx96.24ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx96.24ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx96 24ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx96 48mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx96.48mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx96.48mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx96 48mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx96 48ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx96.48ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx96.48ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx96 48ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx96mds V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx96mds.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx96mds.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx96mds V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Fx96ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.fx96ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.fx96ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Fx96ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_G1 - Memory and storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.g1",
        "feature_note": "Standard_G1 is a memory and storage optimized VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard G1 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_G2 - Memory and storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.g2",
        "feature_note": "Standard_G2 is a memory and storage optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard G2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_G3 - Memory and storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.g3",
        "feature_note": "Standard_G3 is a memory and storage optimized VM size decoded from Azure's naming convention. The name encodes 3 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard G3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_G4 - Memory and storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.g4",
        "feature_note": "Standard_G4 is a memory and storage optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard G4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_G5 - Memory and storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.g5",
        "feature_note": "Standard_G5 is a memory and storage optimized VM size decoded from Azure's naming convention. The name encodes 5 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard G5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs1 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs1",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs1",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs1 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs3 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs3",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs3",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs4 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs4",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs4",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs4 4 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs4.4",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs4.4",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs4 4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs4 8 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs4.8",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs4.8",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs4 8 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs5 16 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs5.16",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs5.16",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs5 16 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs5 8 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs5.8",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs5.8",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs5 8 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H16 - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h16",
        "feature_note": "Standard_H16 is a high performance compute VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H16 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H16_PROMO - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h16.promo",
        "feature_note": "Standard_H16_PROMO is a high performance compute VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H16 Promo VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H16m - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h16m",
        "feature_note": "Standard_H16m is a high performance compute VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. m = memory intensive in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H16m VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H16m_PROMO - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h16m.promo",
        "feature_note": "Standard_H16m_PROMO is a high performance compute VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. m = memory intensive in the documented naming convention. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H16m Promo VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H16mr - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h16mr",
        "feature_note": "Standard_H16mr is a high performance compute VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. m = memory intensive in the documented naming convention. r = RDMA in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H16mr VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H16mr_PROMO - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h16mr.promo",
        "feature_note": "Standard_H16mr_PROMO is a high performance compute VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. m = memory intensive in the documented naming convention. r = RDMA in the documented naming convention. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H16mr Promo VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H16r - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h16r",
        "feature_note": "Standard_H16r is a high performance compute VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. r = RDMA in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H16r VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H16r_PROMO - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h16r.promo",
        "feature_note": "Standard_H16r_PROMO is a high performance compute VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. r = RDMA in the documented naming convention. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H16r Promo VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H8 - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h8",
        "feature_note": "Standard_H8 is a high performance compute VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H8 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H8_PROMO - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h8.promo",
        "feature_note": "Standard_H8_PROMO is a high performance compute VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H8 Promo VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H8m - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h8m",
        "feature_note": "Standard_H8m is a high performance compute VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. m = memory intensive in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H8m VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H8m_PROMO - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h8m.promo",
        "feature_note": "Standard_H8m_PROMO is a high performance compute VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. m = memory intensive in the documented naming convention. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H8m Promo VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb120 16rs V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.16rs.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb120.16rs.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb120 16rs V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb120 16rs V3 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.16rs.v3",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb120.16rs.v3",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb120 16rs V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb120 32rs V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.32rs.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb120.32rs.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb120 32rs V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb120 32rs V3 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.32rs.v3",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb120.32rs.v3",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb120 32rs V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb120 64rs V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.64rs.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb120.64rs.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb120 64rs V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb120 64rs V3 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.64rs.v3",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb120.64rs.v3",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb120 64rs V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb120 96rs V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.96rs.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb120.96rs.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb120 96rs V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb120 96rs V3 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.96rs.v3",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb120.96rs.v3",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb120 96rs V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_HB120rs_v2 - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb120rs.v2",
        "feature_note": "Standard_HB120rs_v2 is a high performance compute VM size decoded from Azure's naming convention. The name encodes 120 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Hb120rs V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_HB120rs_v3 - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb120rs.v3",
        "feature_note": "Standard_HB120rs_v3 is a high performance compute VM size decoded from Azure's naming convention. The name encodes 120 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Hb120rs V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb176 144rs V4 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb176.144rs.v4",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb176.144rs.v4",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb176 144rs V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb176 24rs V4 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb176.24rs.v4",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb176.24rs.v4",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb176 24rs V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb176 48rs V4 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb176.48rs.v4",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb176.48rs.v4",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb176 48rs V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb176 96rs V4 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb176.96rs.v4",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb176.96rs.v4",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb176 96rs V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_HB176rs_v4 - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb176rs.v4",
        "feature_note": "Standard_HB176rs_v4 is a high performance compute VM size decoded from Azure's naming convention. The name encodes 176 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Hb176rs V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb368 144rs V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.144rs.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb368.144rs.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb368 144rs V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb368 192rs V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.192rs.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb368.192rs.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb368 192rs V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb368 240rs V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.240rs.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb368.240rs.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb368 240rs V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb368 288rs V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.288rs.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb368.288rs.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb368 288rs V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb368 336rs V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.336rs.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb368.336rs.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb368 336rs V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb368 48rs V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.48rs.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb368.48rs.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb368 48rs V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb368 96rs V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.96rs.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb368.96rs.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb368 96rs V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_HB368rs_v5 - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb368rs.v5",
        "feature_note": "Standard_HB368rs_v5 is a high performance compute VM size decoded from Azure's naming convention. The name encodes 368 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Hb368rs V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb60 15rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb60.15rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb60.15rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb60 15rs VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb60 30rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb60.30rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb60.30rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb60 30rs VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb60 45rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb60.45rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb60.45rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb60 45rs VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_HB60rs - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb60rs",
        "feature_note": "Standard_HB60rs is a high performance compute VM size decoded from Azure's naming convention. The name encodes 60 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Hb60rs VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hc44 16rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hc44.16rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hc44.16rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hc44 16rs VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hc44 32rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hc44.32rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hc44.32rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hc44 32rs VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_HC44rs - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hc44rs",
        "feature_note": "Standard_HC44rs is a high performance compute VM size decoded from Azure's naming convention. The name encodes 44 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Hc44rs VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hx176 144rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hx176.144rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hx176.144rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hx176 144rs VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hx176 24rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hx176.24rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hx176.24rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hx176 24rs VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hx176 48rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hx176.48rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hx176.48rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hx176 48rs VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hx176 96rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hx176.96rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hx176.96rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hx176 96rs VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hx176rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hx176rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hx176rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hx176rs VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Internal Nd80sr Ms V1 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.internal.nd80sr.ms.v1",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.internal.nd80sr.ms.v1",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Internal Nd80sr Ms V1 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L16s - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l16s",
        "feature_note": "Standard_L16s is a storage optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L16s VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "coverage_before": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L16s_v2 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l16s.v2",
        "feature_note": "Standard_L16s_v2 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L16s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L16s_v4 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l16s.v4",
        "feature_note": "Standard_L16s_v4 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L16s V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L2s_v4 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l2s.v4",
        "feature_note": "Standard_L2s_v4 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L2s V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L32s - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l32s",
        "feature_note": "Standard_L32s is a storage optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L32s VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "coverage_before": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L32s_v2 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l32s.v2",
        "feature_note": "Standard_L32s_v2 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L32s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L32s_v4 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l32s.v4",
        "feature_note": "Standard_L32s_v4 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L32s V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "coverage_before": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L48s_v2 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l48s.v2",
        "feature_note": "Standard_L48s_v2 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L48s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L48s_v4 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l48s.v4",
        "feature_note": "Standard_L48s_v4 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L48s V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L4s - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l4s",
        "feature_note": "Standard_L4s is a storage optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L4s VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L4s_v4 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l4s.v4",
        "feature_note": "Standard_L4s_v4 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L4s V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "coverage_before": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L64s_v2 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l64s.v2",
        "feature_note": "Standard_L64s_v2 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L64s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L64s_v4 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l64s.v4",
        "feature_note": "Standard_L64s_v4 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L64s V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "coverage_before": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L80s_v2 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l80s.v2",
        "feature_note": "Standard_L80s_v2 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 80 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L80s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L80s_v4 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l80s.v4",
        "feature_note": "Standard_L80s_v4 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 80 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L80s V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L8s - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l8s",
        "feature_note": "Standard_L8s is a storage optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L8s VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "coverage_before": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L8s_v2 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l8s.v2",
        "feature_note": "Standard_L8s_v2 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L8s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L8s_v4 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l8s.v4",
        "feature_note": "Standard_L8s_v4 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L8s V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "coverage_before": {
          "available": 50,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 13,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L96s_v4 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l96s.v4",
        "feature_note": "Standard_L96s_v4 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L96s V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "coverage_before": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M128dms_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m128dms.v2",
        "feature_note": "Standard_M128dms_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. d = local temp disk in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M128dms V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "coverage_before": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M128ds_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m128ds.v2",
        "feature_note": "Standard_M128ds_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M128ds V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "coverage_before": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M128ms_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m128ms.v2",
        "feature_note": "Standard_M128ms_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M128ms V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "coverage_before": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M128s_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m128s.v2",
        "feature_note": "Standard_M128s_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M128s V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 48,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 15,
          "unknown": 0
        },
        "coverage_before": {
          "available": 48,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 15,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M192idms_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m192idms.v2",
        "feature_note": "Standard_M192idms_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 192 vCPUs. i = isolated in the documented naming convention. d = local temp disk in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M192idms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 48,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 15,
          "unknown": 0
        },
        "coverage_before": {
          "available": 48,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 15,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M192ids_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m192ids.v2",
        "feature_note": "Standard_M192ids_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 192 vCPUs. i = isolated in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M192ids V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 48,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 15,
          "unknown": 0
        },
        "coverage_before": {
          "available": 48,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 15,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M192ims_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m192ims.v2",
        "feature_note": "Standard_M192ims_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 192 vCPUs. i = isolated in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M192ims V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 48,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 15,
          "unknown": 0
        },
        "coverage_before": {
          "available": 48,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 15,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M192is_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m192is.v2",
        "feature_note": "Standard_M192is_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 192 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M192is V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M208ms_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m208ms.v2",
        "feature_note": "Standard_M208ms_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 208 vCPUs. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M208ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M208s_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m208s.v2",
        "feature_note": "Standard_M208s_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 208 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M208s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "coverage_before": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M32dms_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m32dms.v2",
        "feature_note": "Standard_M32dms_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. d = local temp disk in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M32dms V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "coverage_before": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M32ms_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m32ms.v2",
        "feature_note": "Standard_M32ms_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M32ms V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard M416 208ms V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.m416.208ms.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m416.208ms.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard M416 208ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard M416 208s V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.m416.208s.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m416.208s.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard M416 208s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M416ds_10_v3 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m416ds.10.v3",
        "feature_note": "Standard_M416ds_10_v3 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 416 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 10. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M416ds 10 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M416ds_12_v3 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m416ds.12.v3",
        "feature_note": "Standard_M416ds_12_v3 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 416 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 12. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M416ds 12 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M416ds_6_v3 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m416ds.6.v3",
        "feature_note": "Standard_M416ds_6_v3 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 416 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 6. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M416ds 6 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M416ds_8_v3 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m416ds.8.v3",
        "feature_note": "Standard_M416ds_8_v3 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 416 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 8. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M416ds 8 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M416ds_9_v3 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m416ds.9.v3",
        "feature_note": "Standard_M416ds_9_v3 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 416 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 9. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M416ds 9 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M416ms_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m416ms.v2",
        "feature_note": "Standard_M416ms_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 416 vCPUs. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M416ms V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M416s_10_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m416s.10.v2",
        "feature_note": "Standard_M416s_10_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 416 vCPUs. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 10. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M416s 10 V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M416s_10_v3 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m416s.10.v3",
        "feature_note": "Standard_M416s_10_v3 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 416 vCPUs. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 10. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M416s 10 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M416s_12_v3 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m416s.12.v3",
        "feature_note": "Standard_M416s_12_v3 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 416 vCPUs. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 12. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M416s 12 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M416s_6_v3 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m416s.6.v3",
        "feature_note": "Standard_M416s_6_v3 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 416 vCPUs. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 6. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M416s 6 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M416s_8_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m416s.8.v2",
        "feature_note": "Standard_M416s_8_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 416 vCPUs. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 8. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M416s 8 V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M416s_8_v3 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m416s.8.v3",
        "feature_note": "Standard_M416s_8_v3 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 416 vCPUs. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 8. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M416s 8 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M416s_9_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m416s.9.v2",
        "feature_note": "Standard_M416s_9_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 416 vCPUs. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 9. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M416s 9 V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M416s_9_v3 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m416s.9.v3",
        "feature_note": "Standard_M416s_9_v3 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 416 vCPUs. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 9. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M416s 9 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M416s_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m416s.v2",
        "feature_note": "Standard_M416s_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 416 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M416s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M624ds_12_v3 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m624ds.12.v3",
        "feature_note": "Standard_M624ds_12_v3 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 624 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 12. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M624ds 12 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M624s_12_v3 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m624s.12.v3",
        "feature_note": "Standard_M624s_12_v3 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 624 vCPUs. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 12. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M624s 12 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "coverage_before": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M64dms_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m64dms.v2",
        "feature_note": "Standard_M64dms_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. d = local temp disk in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M64dms V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "coverage_before": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M64ds_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m64ds.v2",
        "feature_note": "Standard_M64ds_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M64ds V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "coverage_before": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M64ms_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m64ms.v2",
        "feature_note": "Standard_M64ms_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M64ms V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "coverage_before": {
          "available": 52,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 11,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M64s_v2 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m64s.v2",
        "feature_note": "Standard_M64s_v2 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M64s V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M832ds_12_v3 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m832ds.12.v3",
        "feature_note": "Standard_M832ds_12_v3 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 832 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 12. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M832ds 12 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M832ids_16_v3 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m832ids.16.v3",
        "feature_note": "Standard_M832ids_16_v3 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 832 vCPUs. i = isolated in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 16. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M832ids 16 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M832is_16_v3 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m832is.16.v3",
        "feature_note": "Standard_M832is_16_v3 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 832 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 16. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M832is 16 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_M832s_12_v3 - Large-memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.m832s.12.v3",
        "feature_note": "Standard_M832s_12_v3 is a large-memory optimized VM size decoded from Azure's naming convention. The name encodes 832 vCPUs. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker 12. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard M832s 12 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC12 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc12",
        "feature_note": "Standard_NC12 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc12 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC12_PROMO - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc12.promo",
        "feature_note": "Standard_NC12_PROMO is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc12 Promo VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC12s_v2 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc12s.v2",
        "feature_note": "Standard_NC12s_v2 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc12s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC12s_v3 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc12s.v3",
        "feature_note": "Standard_NC12s_v3 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc12s V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 2,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 61,
          "unknown": 0
        },
        "coverage_before": {
          "available": 2,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 61,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC16ads_A10_v4 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc16ads.a10.v4",
        "feature_note": "Standard_NC16ads_A10_v4 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc16ads A10 V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 32,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 31,
          "unknown": 0
        },
        "coverage_before": {
          "available": 32,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 31,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC16as_T4_v3 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc16as.t4.v3",
        "feature_note": "Standard_NC16as_T4_v3 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker T4. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc16as T4 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC24 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc24",
        "feature_note": "Standard_NC24 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc24 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC24_PROMO - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc24.promo",
        "feature_note": "Standard_NC24_PROMO is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc24 Promo VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 26,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 37,
          "unknown": 0
        },
        "coverage_before": {
          "available": 26,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 37,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC24ads_A100_v4 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc24ads.a100.v4",
        "feature_note": "Standard_NC24ads_A100_v4 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A100. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc24ads A100 V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC24r - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc24r",
        "feature_note": "Standard_NC24r is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. r = RDMA in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc24r VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC24r_PROMO - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc24r.promo",
        "feature_note": "Standard_NC24r_PROMO is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. r = RDMA in the documented naming convention. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc24r Promo VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC24rs_v2 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc24rs.v2",
        "feature_note": "Standard_NC24rs_v2 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc24rs V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC24rs_v3 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc24rs.v3",
        "feature_note": "Standard_NC24rs_v3 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc24rs V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC24s_v2 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc24s.v2",
        "feature_note": "Standard_NC24s_v2 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc24s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC24s_v3 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc24s.v3",
        "feature_note": "Standard_NC24s_v3 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc24s V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 2,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 61,
          "unknown": 0
        },
        "coverage_before": {
          "available": 2,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 61,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC32ads_A10_v4 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc32ads.a10.v4",
        "feature_note": "Standard_NC32ads_A10_v4 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc32ads A10 V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 26,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 37,
          "unknown": 0
        },
        "coverage_before": {
          "available": 26,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 37,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC40ads_H100_v5 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc40ads.h100.v5",
        "feature_note": "Standard_NC40ads_H100_v5 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 40 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker H100. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc40ads H100 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 26,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 37,
          "unknown": 0
        },
        "coverage_before": {
          "available": 26,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 37,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC48ads_A100_v4 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc48ads.a100.v4",
        "feature_note": "Standard_NC48ads_A100_v4 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A100. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc48ads A100 V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 32,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 31,
          "unknown": 0
        },
        "coverage_before": {
          "available": 32,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 31,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC4as_T4_v3 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc4as.t4.v3",
        "feature_note": "Standard_NC4as_T4_v3 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker T4. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc4as T4 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC6 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc6",
        "feature_note": "Standard_NC6 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC6_PROMO - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc6.promo",
        "feature_note": "Standard_NC6_PROMO is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc6 Promo VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 32,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 31,
          "unknown": 0
        },
        "coverage_before": {
          "available": 32,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 31,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC64as_T4_v3 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc64as.t4.v3",
        "feature_note": "Standard_NC64as_T4_v3 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker T4. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc64as T4 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC6s_v2 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc6s.v2",
        "feature_note": "Standard_NC6s_v2 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc6s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC6s_v3 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc6s.v3",
        "feature_note": "Standard_NC6s_v3 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc6s V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 26,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 37,
          "unknown": 0
        },
        "coverage_before": {
          "available": 26,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 37,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC80adis_H100_v5 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc80adis.h100.v5",
        "feature_note": "Standard_NC80adis_H100_v5 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 80 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker H100. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc80adis H100 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 2,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 61,
          "unknown": 0
        },
        "coverage_before": {
          "available": 2,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 61,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC8ads_A10_v4 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc8ads.a10.v4",
        "feature_note": "Standard_NC8ads_A10_v4 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc8ads A10 V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 32,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 31,
          "unknown": 0
        },
        "coverage_before": {
          "available": 32,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 31,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC8as_T4_v3 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc8as.t4.v3",
        "feature_note": "Standard_NC8as_T4_v3 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker T4. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc8as T4 V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 26,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 37,
          "unknown": 0
        },
        "coverage_before": {
          "available": 26,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 37,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC96ads_A100_v4 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc96ads.a100.v4",
        "feature_note": "Standard_NC96ads_A100_v4 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A100. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc96ads A100 V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 4,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 59,
          "unknown": 0
        },
        "coverage_before": {
          "available": 4,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 59,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NCC40ads_H100_v5 - Confidential GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ncc40ads.h100.v5",
        "feature_note": "Standard_NCC40ads_H100_v5 is a confidential gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 40 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker H100. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ncc40ads H100 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 13,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 50,
          "unknown": 0
        },
        "coverage_before": {
          "available": 13,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 50,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND128isr_GB300_v6 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd128isr.gb300.v6",
        "feature_note": "Standard_ND128isr_GB300_v6 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. r = RDMA in the documented naming convention. The name includes accelerator or memory marker GB300. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd128isr Gb300 V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND128isr_NDR_GB200_v6 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd128isr.ndr.gb200.v6",
        "feature_note": "Standard_ND128isr_NDR_GB200_v6 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. r = RDMA in the documented naming convention. The name includes accelerator or memory marker NDR, GB200. The name identifies VM family-series version v6. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd128isr Ndr Gb200 V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Nd128isrg5 Gb300 V6 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nd128isrg5.gb300.v6",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd128isrg5.gb300.v6",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Nd128isrg5 Gb300 V6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND12s - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd12s",
        "feature_note": "Standard_ND12s is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd12s VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND24rs - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd24rs",
        "feature_note": "Standard_ND24rs is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd24rs VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND24s - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd24s",
        "feature_note": "Standard_ND24s is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd24s VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 5,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 58,
          "unknown": 0
        },
        "coverage_before": {
          "available": 5,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 58,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND40rs_v2 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd40rs.v2",
        "feature_note": "Standard_ND40rs_v2 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 40 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd40rs V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND40s_v3 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd40s.v3",
        "feature_note": "Standard_ND40s_v3 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 40 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd40s V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND6s - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd6s",
        "feature_note": "Standard_ND6s is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd6s VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 12,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 51,
          "unknown": 0
        },
        "coverage_before": {
          "available": 12,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 51,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND96amsr_A100_v4 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd96amsr.a100.v4",
        "feature_note": "Standard_ND96amsr_A100_v4 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. r = RDMA in the documented naming convention. The name includes accelerator or memory marker A100. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd96amsr A100 V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND96asr_v4 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd96asr.v4",
        "feature_note": "Standard_ND96asr_v4 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. r = RDMA in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd96asr V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND96is_H100_v5 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd96is.h100.v5",
        "feature_note": "Standard_ND96is_H100_v5 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker H100. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd96is H100 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND96is_MI300X_v5 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd96is.mi300x.v5",
        "feature_note": "Standard_ND96is_MI300X_v5 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker MI300X. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd96is Mi300x V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 22,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 41,
          "unknown": 0
        },
        "coverage_before": {
          "available": 22,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 41,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND96isr_H100_v5 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd96isr.h100.v5",
        "feature_note": "Standard_ND96isr_H100_v5 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. r = RDMA in the documented naming convention. The name includes accelerator or memory marker H100. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd96isr H100 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND96isr_H200_v5 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd96isr.h200.v5",
        "feature_note": "Standard_ND96isr_H200_v5 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. r = RDMA in the documented naming convention. The name includes accelerator or memory marker H200. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd96isr H200 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND96isr_MI300X_v5 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd96isr.mi300x.v5",
        "feature_note": "Standard_ND96isr_MI300X_v5 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. r = RDMA in the documented naming convention. The name includes accelerator or memory marker MI300X. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd96isr Mi300x V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ng16ads V620 V1 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ng16ads.v620.v1",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ng16ads.v620.v1",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ng16ads V620 V1 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ng32adms V620 V1 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ng32adms.v620.v1",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ng32adms.v620.v1",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ng32adms V620 V1 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ng32ads V620 V1 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ng32ads.v620.v1",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ng32ads.v620.v1",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ng32ads V620 V1 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ng8ads V620 V1 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ng8ads.v620.v1",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ng8ads.v620.v1",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ng8ads V620 V1 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NP10s - FPGA accelerated VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.np10s",
        "feature_note": "Standard_NP10s is a fpga accelerated VM size decoded from Azure's naming convention. The name encodes 10 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Np10s VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NP20s - FPGA accelerated VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.np20s",
        "feature_note": "Standard_NP20s is a fpga accelerated VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Np20s VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NP40s - FPGA accelerated VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.np40s",
        "feature_note": "Standard_NP40s is a fpga accelerated VM size decoded from Azure's naming convention. The name encodes 40 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Np40s VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV10ads_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv10ads.a10.v5",
        "feature_note": "Standard_NV10ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 10 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv10ads A10 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12",
        "feature_note": "Standard_NV12 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12_PROMO - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12.promo",
        "feature_note": "Standard_NV12_PROMO is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12 Promo VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 36,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 27,
          "unknown": 0
        },
        "coverage_before": {
          "available": 36,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 27,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12ads_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12ads.a10.v5",
        "feature_note": "Standard_NV12ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12ads A10 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Nv12ads V710 V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv12ads.v710.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12ads.v710.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Nv12ads V710 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v2",
        "feature_note": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v3",
        "feature_note": "Standard_NV12s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 24,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 39,
          "unknown": 0
        },
        "coverage_before": {
          "available": 24,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 39,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV16as_v4 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv16as.v4",
        "feature_note": "Standard_NV16as_v4 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv16as V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 36,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 27,
          "unknown": 0
        },
        "coverage_before": {
          "available": 36,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 27,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV18ads_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv18ads.a10.v5",
        "feature_note": "Standard_NV18ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 18 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv18ads A10 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV20adms_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv20adms.a10.v5",
        "feature_note": "Standard_NV20adms_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv20adms A10 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV20ads_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv20ads.a10.v5",
        "feature_note": "Standard_NV20ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv20ads A10 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24",
        "feature_note": "Standard_NV24 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24_PROMO - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24.promo",
        "feature_note": "Standard_NV24_PROMO is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24 Promo VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Nv24ads V710 V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv24ads.v710.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24ads.v710.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Nv24ads V710 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v2",
        "feature_note": "Standard_NV24s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v3",
        "feature_note": "Standard_NV24s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Nv28adms V710 V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv28adms.v710.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv28adms.v710.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Nv28adms V710 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Nv28ads V710 V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv28ads.v710.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv28ads.v710.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Nv28ads V710 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV30adms_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv30adms.a10.v5",
        "feature_note": "Standard_NV30adms_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 30 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv30adms A10 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV30ads_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv30ads.a10.v5",
        "feature_note": "Standard_NV30ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 30 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv30ads A10 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 24,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 39,
          "unknown": 0
        },
        "coverage_before": {
          "available": 24,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 39,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV32as_v4 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv32as.v4",
        "feature_note": "Standard_NV32as_v4 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv32as V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 36,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 27,
          "unknown": 0
        },
        "coverage_before": {
          "available": 36,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 27,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV36adms_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv36adms.a10.v5",
        "feature_note": "Standard_NV36adms_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 36 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv36adms A10 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 36,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 27,
          "unknown": 0
        },
        "coverage_before": {
          "available": 36,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 27,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV36ads_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv36ads.a10.v5",
        "feature_note": "Standard_NV36ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 36 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv36ads A10 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV40ads_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv40ads.a10.v5",
        "feature_note": "Standard_NV40ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 40 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv40ads A10 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV48s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv48s.v3",
        "feature_note": "Standard_NV48s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv48s V3 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV4ads_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv4ads.a10.v5",
        "feature_note": "Standard_NV4ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv4ads A10 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Nv4ads V710 V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv4ads.v710.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv4ads.v710.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Nv4ads V710 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 24,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 39,
          "unknown": 0
        },
        "coverage_before": {
          "available": 24,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 39,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV4as_v4 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv4as.v4",
        "feature_note": "Standard_NV4as_v4 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv4as V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6",
        "feature_note": "Standard_NV6 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6_PROMO - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6.promo",
        "feature_note": "Standard_NV6_PROMO is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6 Promo VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 36,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 27,
          "unknown": 0
        },
        "coverage_before": {
          "available": 36,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 27,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6ads_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6ads.a10.v5",
        "feature_note": "Standard_NV6ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6ads A10 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6s.v2",
        "feature_note": "Standard_NV6s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6s V2 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 36,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 27,
          "unknown": 0
        },
        "coverage_before": {
          "available": 36,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 27,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV72ads_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv72ads.a10.v5",
        "feature_note": "Standard_NV72ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 72 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv72ads A10 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Nv8ads V710 V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv8ads.v710.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv8ads.v710.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Nv8ads V710 V5 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 24,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 39,
          "unknown": 0
        },
        "coverage_before": {
          "available": 24,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 39,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV8as_v4 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv8as.v4",
        "feature_note": "Standard_NV8as_v4 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv8as V4 VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-26",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Pb6s VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.pb6s",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.pb6s",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Pb6s VM size",
        "last_available_date": "2026-09-25",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "indiasouthcentral",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "indonesiacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "indonesiacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in indonesiacentral.",
          "error_code": null,
          "latency_ms": 53724,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "indonesiacentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in indonesiacentral.",
          "error_code": null,
          "latency_ms": 53724,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "indonesiacentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "israelcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "israelcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in israelcentral.",
          "error_code": null,
          "latency_ms": 27958,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Middle East",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "israelcentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in israelcentral.",
          "error_code": null,
          "latency_ms": 27958,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Middle East",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "israelcentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in italynorth.",
          "error_code": null,
          "latency_ms": 37837,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in italynorth.",
          "error_code": null,
          "latency_ms": 37837,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "italynorth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16ads.cc.v5",
        "feature_note": "Standard_DC16ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16as.cc.v5",
        "feature_note": "Standard_DC16as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32ads.cc.v5",
        "feature_note": "Standard_DC32ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32as.cc.v5",
        "feature_note": "Standard_DC32as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48ads.cc.v5",
        "feature_note": "Standard_DC48ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48as.cc.v5",
        "feature_note": "Standard_DC48as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4ads.cc.v5",
        "feature_note": "Standard_DC4ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4as.cc.v5",
        "feature_note": "Standard_DC4as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64ads.cc.v5",
        "feature_note": "Standard_DC64ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64as.cc.v5",
        "feature_note": "Standard_DC64as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8ads.cc.v5",
        "feature_note": "Standard_DC8ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8as.cc.v5",
        "feature_note": "Standard_DC8as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96ads.cc.v5",
        "feature_note": "Standard_DC96ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96as.cc.v5",
        "feature_note": "Standard_DC96as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16ads.cc.v5",
        "feature_note": "Standard_EC16ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16as.cc.v5",
        "feature_note": "Standard_EC16as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC20ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec20ads.cc.v5",
        "feature_note": "Standard_EC20ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec20ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC20as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec20as.cc.v5",
        "feature_note": "Standard_EC20as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec20as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32ads.cc.v5",
        "feature_note": "Standard_EC32ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32as.cc.v5",
        "feature_note": "Standard_EC32as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48ads.cc.v5",
        "feature_note": "Standard_EC48ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48as.cc.v5",
        "feature_note": "Standard_EC48as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4ads.cc.v5",
        "feature_note": "Standard_EC4ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4as.cc.v5",
        "feature_note": "Standard_EC4as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64ads.cc.v5",
        "feature_note": "Standard_EC64ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64as.cc.v5",
        "feature_note": "Standard_EC64as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8ads.cc.v5",
        "feature_note": "Standard_EC8ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8as.cc.v5",
        "feature_note": "Standard_EC8as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC96ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec96ads.cc.v5",
        "feature_note": "Standard_EC96ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec96ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC96as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec96as.cc.v5",
        "feature_note": "Standard_EC96as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec96as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "italynorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in japaneast.",
          "error_code": null,
          "latency_ms": 58555,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in japaneast.",
          "error_code": null,
          "latency_ms": 58555,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "japaneast",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v2",
        "feature_note": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "japaneast",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v3",
        "feature_note": "Standard_NV12s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "japaneast",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 24,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 39,
          "unknown": 0
        },
        "coverage_before": {
          "available": 24,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 39,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV16as_v4 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv16as.v4",
        "feature_note": "Standard_NV16as_v4 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv16as V4 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "japaneast",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v2",
        "feature_note": "Standard_NV24s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "japaneast",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v3",
        "feature_note": "Standard_NV24s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "japaneast",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 24,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 39,
          "unknown": 0
        },
        "coverage_before": {
          "available": 24,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 39,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV32as_v4 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv32as.v4",
        "feature_note": "Standard_NV32as_v4 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv32as V4 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "japaneast",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV48s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv48s.v3",
        "feature_note": "Standard_NV48s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv48s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "japaneast",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 24,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 39,
          "unknown": 0
        },
        "coverage_before": {
          "available": 24,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 39,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV4as_v4 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv4as.v4",
        "feature_note": "Standard_NV4as_v4 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv4as V4 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "japaneast",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6s.v2",
        "feature_note": "Standard_NV6s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "japaneast",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 24,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 39,
          "unknown": 0
        },
        "coverage_before": {
          "available": 24,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 39,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV8as_v4 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv8as.v4",
        "feature_note": "Standard_NV8as_v4 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv8as V4 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "japaneast",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japanwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japanwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japanwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japanwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japanwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japanwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japanwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japanwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japanwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japanwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japanwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japanwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "japanwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in japanwest.",
          "error_code": null,
          "latency_ms": 57804,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "japanwest",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in japanwest.",
          "error_code": null,
          "latency_ms": 57804,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "japanwest",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "jioindiacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "jioindiacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in jioindiacentral.",
          "error_code": null,
          "latency_ms": 60063,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "jioindiacentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in jioindiacentral.",
          "error_code": null,
          "latency_ms": 60063,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "jioindiacentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "jioindiawest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "jioindiawest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in jioindiawest.",
          "error_code": null,
          "latency_ms": 82386,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "jioindiawest",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in jioindiawest.",
          "error_code": null,
          "latency_ms": 82386,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "jioindiawest",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in koreacentral.",
          "error_code": null,
          "latency_ms": 64371,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in koreacentral.",
          "error_code": null,
          "latency_ms": 64371,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "koreacentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreasouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "koreasouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in koreasouth.",
          "error_code": null,
          "latency_ms": 59183,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "koreasouth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in koreasouth.",
          "error_code": null,
          "latency_ms": 59183,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "koreasouth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "malaysiawest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "malaysiawest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in malaysiawest.",
          "error_code": null,
          "latency_ms": 49988,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "malaysiawest",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in malaysiawest.",
          "error_code": null,
          "latency_ms": 49988,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "malaysiawest",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "mexicocentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "mexicocentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in mexicocentral.",
          "error_code": null,
          "latency_ms": 30114,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "mexicocentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in mexicocentral.",
          "error_code": null,
          "latency_ms": 30114,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "mexicocentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "newzealandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "newzealandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in newzealandnorth.",
          "error_code": null,
          "latency_ms": 42430,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Oceania",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "newzealandnorth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in newzealandnorth.",
          "error_code": null,
          "latency_ms": 42430,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Oceania",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "newzealandnorth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '1' from 'Anthropic' is listed by az cognitiveservices model list in northcentralus. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: GlobalStandard.",
          "error_code": null,
          "latency_ms": 8731,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '2' from 'Anthropic' is listed by az cognitiveservices model list in northcentralus. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: DataZoneStandard, GlobalStandard.",
          "error_code": null,
          "latency_ms": 8731,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in northcentralus.",
          "error_code": null,
          "latency_ms": 19355,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in northcentralus.",
          "error_code": null,
          "latency_ms": 19355,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "northcentralus",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 12,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 51,
          "unknown": 0
        },
        "coverage_before": {
          "available": 10,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 53,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Standard_D248ds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "VM SKU 'standard_d248ds_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in northcentralus.",
          "error_code": null,
          "latency_ms": 1066,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d248ds.v7",
        "feature_note": "Standard_D248ds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 248 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "new_listings",
        "label": "Standard D248ds V7 VM size",
        "last_available_date": null,
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": "New regional listing of an already observed feature.",
        "previous": "unavailable",
        "region": "northcentralus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 12,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 51,
          "unknown": 0
        },
        "coverage_before": {
          "available": 10,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 53,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Standard_D248lds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "VM SKU 'standard_d248lds_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in northcentralus.",
          "error_code": null,
          "latency_ms": 1066,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d248lds.v7",
        "feature_note": "Standard_D248lds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 248 vCPUs. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "new_listings",
        "label": "Standard D248lds V7 VM size",
        "last_available_date": null,
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": "New regional listing of an already observed feature.",
        "previous": "unavailable",
        "region": "northcentralus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 12,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 51,
          "unknown": 0
        },
        "coverage_before": {
          "available": 10,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 53,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Standard_D248ls_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "VM SKU 'standard_d248ls_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in northcentralus.",
          "error_code": null,
          "latency_ms": 1066,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d248ls.v7",
        "feature_note": "Standard_D248ls_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 248 vCPUs. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "new_listings",
        "label": "Standard D248ls V7 VM size",
        "last_available_date": null,
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": "New regional listing of an already observed feature.",
        "previous": "unavailable",
        "region": "northcentralus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 12,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 51,
          "unknown": 0
        },
        "coverage_before": {
          "available": 10,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 53,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Standard_D248s_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "VM SKU 'standard_d248s_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in northcentralus.",
          "error_code": null,
          "latency_ms": 1066,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d248s.v7",
        "feature_note": "Standard_D248s_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 248 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "new_listings",
        "label": "Standard D248s V7 VM size",
        "last_available_date": null,
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": "New regional listing of an already observed feature.",
        "previous": "unavailable",
        "region": "northcentralus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 12,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 51,
          "unknown": 0
        },
        "coverage_before": {
          "available": 10,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 53,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Standard_D372ds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "VM SKU 'standard_d372ds_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in northcentralus.",
          "error_code": null,
          "latency_ms": 1066,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d372ds.v7",
        "feature_note": "Standard_D372ds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 372 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "new_listings",
        "label": "Standard D372ds V7 VM size",
        "last_available_date": null,
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": "New regional listing of an already observed feature.",
        "previous": "unavailable",
        "region": "northcentralus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 12,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 51,
          "unknown": 0
        },
        "coverage_before": {
          "available": 10,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 53,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Standard_D372s_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "VM SKU 'standard_d372s_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in northcentralus.",
          "error_code": null,
          "latency_ms": 1066,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d372s.v7",
        "feature_note": "Standard_D372s_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 372 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "new_listings",
        "label": "Standard D372s V7 VM size",
        "last_available_date": null,
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": "New regional listing of an already observed feature.",
        "previous": "unavailable",
        "region": "northcentralus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "northeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in northeurope.",
          "error_code": null,
          "latency_ms": 40928,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "northeurope",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in northeurope.",
          "error_code": null,
          "latency_ms": 40928,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "northeurope",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v2",
        "feature_note": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "northeurope",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v3",
        "feature_note": "Standard_NV12s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "northeurope",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v2",
        "feature_note": "Standard_NV24s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "northeurope",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v3",
        "feature_note": "Standard_NV24s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "northeurope",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV48s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv48s.v3",
        "feature_note": "Standard_NV48s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv48s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "northeurope",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6s.v2",
        "feature_note": "Standard_NV6s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "northeurope",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in norwayeast.",
          "error_code": null,
          "latency_ms": 15209,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in norwayeast.",
          "error_code": null,
          "latency_ms": 15209,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "norwayeast",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v2",
        "feature_note": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "norwayeast",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v3",
        "feature_note": "Standard_NV12s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "norwayeast",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v2",
        "feature_note": "Standard_NV24s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "norwayeast",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v3",
        "feature_note": "Standard_NV24s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "norwayeast",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV48s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv48s.v3",
        "feature_note": "Standard_NV48s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv48s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "norwayeast",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6s.v2",
        "feature_note": "Standard_NV6s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "norwayeast",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwaywest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "norwaywest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in norwaywest.",
          "error_code": null,
          "latency_ms": 28383,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "norwaywest",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in norwaywest.",
          "error_code": null,
          "latency_ms": 28383,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "norwaywest",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v2",
        "feature_note": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "norwaywest",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v3",
        "feature_note": "Standard_NV12s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "norwaywest",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v2",
        "feature_note": "Standard_NV24s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "norwaywest",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v3",
        "feature_note": "Standard_NV24s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "norwaywest",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV48s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv48s.v3",
        "feature_note": "Standard_NV48s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv48s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "norwaywest",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6s.v2",
        "feature_note": "Standard_NV6s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "norwaywest",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in polandcentral.",
          "error_code": null,
          "latency_ms": 35732,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in polandcentral.",
          "error_code": null,
          "latency_ms": 35732,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "polandcentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "qatarcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "qatarcentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in qatarcentral.",
          "error_code": null,
          "latency_ms": 58126,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Middle East",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "qatarcentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in qatarcentral.",
          "error_code": null,
          "latency_ms": 58126,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Middle East",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "qatarcentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in southafricanorth.",
          "error_code": null,
          "latency_ms": 101458,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Africa",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in southafricanorth.",
          "error_code": null,
          "latency_ms": 101458,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Africa",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v2",
        "feature_note": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v3",
        "feature_note": "Standard_NV12s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v2",
        "feature_note": "Standard_NV24s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v3",
        "feature_note": "Standard_NV24s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV48s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv48s.v3",
        "feature_note": "Standard_NV48s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv48s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6s.v2",
        "feature_note": "Standard_NV6s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southafricanorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricawest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southafricawest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in southafricawest.",
          "error_code": null,
          "latency_ms": 45877,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Africa",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "southafricawest",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in southafricawest.",
          "error_code": null,
          "latency_ms": 45877,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Africa",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "southafricawest",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '1' from 'Anthropic' is listed by az cognitiveservices model list in southcentralus. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: GlobalStandard.",
          "error_code": null,
          "latency_ms": 8899,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '2' from 'Anthropic' is listed by az cognitiveservices model list in southcentralus. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: DataZoneStandard, GlobalStandard.",
          "error_code": null,
          "latency_ms": 8899,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in southcentralus.",
          "error_code": null,
          "latency_ms": 15815,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in southcentralus.",
          "error_code": null,
          "latency_ms": 15815,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "southcentralus",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v2",
        "feature_note": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southcentralus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v3",
        "feature_note": "Standard_NV12s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southcentralus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v2",
        "feature_note": "Standard_NV24s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southcentralus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v3",
        "feature_note": "Standard_NV24s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southcentralus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV48s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv48s.v3",
        "feature_note": "Standard_NV48s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv48s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southcentralus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6s.v2",
        "feature_note": "Standard_NV6s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southcentralus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralusstg",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralusstg",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "other_changes",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralusstg",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "other_changes",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southcentralusstg",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southeastasia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southeastasia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southeastasia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southeastasia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southeastasia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southeastasia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southeastasia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southeastasia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in southeastasia.",
          "error_code": null,
          "latency_ms": 74978,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "southeastasia",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in southeastasia.",
          "error_code": null,
          "latency_ms": 74978,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "southeastasia",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-09-15",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC1s_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc1s.v2",
        "feature_note": "Standard_DC1s_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc1s V2 VM size",
        "last_available_date": "2026-09-13",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southeastasia",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-15",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2s_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2s.v2",
        "feature_note": "Standard_DC2s_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2s V2 VM size",
        "last_available_date": "2026-09-13",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southeastasia",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-15",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4s_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4s.v2",
        "feature_note": "Standard_DC4s_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4s V2 VM size",
        "last_available_date": "2026-09-13",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southeastasia",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-15",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8.v2",
        "feature_note": "Standard_DC8_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8 V2 VM size",
        "last_available_date": "2026-09-13",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southeastasia",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v2",
        "feature_note": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southeastasia",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v3",
        "feature_note": "Standard_NV12s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southeastasia",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v2",
        "feature_note": "Standard_NV24s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southeastasia",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v3",
        "feature_note": "Standard_NV24s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southeastasia",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV48s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv48s.v3",
        "feature_note": "Standard_NV48s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv48s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southeastasia",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6s.v2",
        "feature_note": "Standard_NV6s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "southeastasia",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in southindia.",
          "error_code": null,
          "latency_ms": 70761,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in southindia.",
          "error_code": null,
          "latency_ms": 70761,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "southindia",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in spaincentral.",
          "error_code": null,
          "latency_ms": 11660,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in spaincentral.",
          "error_code": null,
          "latency_ms": 11660,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "spaincentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '1' from 'Anthropic' is listed by az cognitiveservices model list in swedencentral. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: GlobalStandard.",
          "error_code": null,
          "latency_ms": 12127,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '2' from 'Anthropic' is listed by az cognitiveservices model list in swedencentral. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: GlobalStandard.",
          "error_code": null,
          "latency_ms": 12127,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in swedencentral.",
          "error_code": null,
          "latency_ms": 14463,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in swedencentral.",
          "error_code": null,
          "latency_ms": 14463,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "swedencentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in switzerlandnorth.",
          "error_code": null,
          "latency_ms": 29175,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in switzerlandnorth.",
          "error_code": null,
          "latency_ms": 29175,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v2",
        "feature_note": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v3",
        "feature_note": "Standard_NV12s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v2",
        "feature_note": "Standard_NV24s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v3",
        "feature_note": "Standard_NV24s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV48s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv48s.v3",
        "feature_note": "Standard_NV48s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv48s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6s.v2",
        "feature_note": "Standard_NV6s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "switzerlandnorth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in switzerlandwest.",
          "error_code": null,
          "latency_ms": 45644,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in switzerlandwest.",
          "error_code": null,
          "latency_ms": 45644,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "switzerlandwest",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaecentral",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in uaecentral.",
          "error_code": null,
          "latency_ms": 44275,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Middle East",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "uaecentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in uaecentral.",
          "error_code": null,
          "latency_ms": 44275,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Middle East",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "uaecentral",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in uaenorth.",
          "error_code": null,
          "latency_ms": 70996,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Middle East",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in uaenorth.",
          "error_code": null,
          "latency_ms": 70996,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Middle East",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "uaenorth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in uksouth.",
          "error_code": null,
          "latency_ms": 37544,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in uksouth.",
          "error_code": null,
          "latency_ms": 37544,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "uksouth",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v2",
        "feature_note": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "uksouth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v3",
        "feature_note": "Standard_NV12s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "uksouth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v2",
        "feature_note": "Standard_NV24s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "uksouth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v3",
        "feature_note": "Standard_NV24s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "uksouth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV48s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv48s.v3",
        "feature_note": "Standard_NV48s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv48s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "uksouth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6s.v2",
        "feature_note": "Standard_NV6s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "uksouth",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "ukwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "ukwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "ukwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "ukwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "ukwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "ukwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "ukwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "ukwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "ukwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "ukwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "ukwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "ukwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "ukwest",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in ukwest.",
          "error_code": null,
          "latency_ms": 58999,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "ukwest",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in ukwest.",
          "error_code": null,
          "latency_ms": 58999,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "ukwest",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '1' from 'Anthropic' is listed by az cognitiveservices model list in westcentralus. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: GlobalStandard.",
          "error_code": null,
          "latency_ms": 7101,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '2' from 'Anthropic' is listed by az cognitiveservices model list in westcentralus. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: DataZoneStandard, GlobalStandard.",
          "error_code": null,
          "latency_ms": 7101,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westcentralus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in westcentralus.",
          "error_code": null,
          "latency_ms": 36014,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westcentralus",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in westcentralus.",
          "error_code": null,
          "latency_ms": 36014,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westcentralus",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in westeurope.",
          "error_code": null,
          "latency_ms": 12852,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in westeurope.",
          "error_code": null,
          "latency_ms": 12852,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Europe",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westeurope",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-09-15",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC1s_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc1s.v2",
        "feature_note": "Standard_DC1s_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc1s V2 VM size",
        "last_available_date": "2026-09-13",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westeurope",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-15",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2s_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2s.v2",
        "feature_note": "Standard_DC2s_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2s V2 VM size",
        "last_available_date": "2026-09-13",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westeurope",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-15",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4s_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4s.v2",
        "feature_note": "Standard_DC4s_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4s V2 VM size",
        "last_available_date": "2026-09-13",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westeurope",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-15",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8.v2",
        "feature_note": "Standard_DC8_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8 V2 VM size",
        "last_available_date": "2026-09-13",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westeurope",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westindia",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in westindia.",
          "error_code": null,
          "latency_ms": 35282,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westindia",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in westindia.",
          "error_code": null,
          "latency_ms": 35282,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "Asia",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westindia",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '1' from 'Anthropic' is listed by az cognitiveservices model list in westus. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: GlobalStandard.",
          "error_code": null,
          "latency_ms": 10270,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '2' from 'Anthropic' is listed by az cognitiveservices model list in westus. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: DataZoneStandard, GlobalStandard.",
          "error_code": null,
          "latency_ms": 10270,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-08-07)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-08-07",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-08-07)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 chat (catalog version 2025-10-03)",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure#gpt-5",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-chat.2025-10-03",
        "feature_note": "A preview GPT-5 conversational variant rather than the GPT-5 reasoning model. Accepts text and image input and produces text output. Uses Chat Completions or Responses APIs; preview versions have a distinct lifecycle. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency. The exact catalog version is documented; this is not a launch-date claim.",
        "kind": "continuing_absences",
        "label": "GPT-5 chat model from OpenAI (version 2025-10-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in westus.",
          "error_code": null,
          "latency_ms": 38042,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in westus.",
          "error_code": null,
          "latency_ms": 38042,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westus",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 12,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 51,
          "unknown": 0
        },
        "coverage_before": {
          "available": 10,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 53,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Standard_D248ds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "VM SKU 'standard_d248ds_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in westus.",
          "error_code": null,
          "latency_ms": 1273,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d248ds.v7",
        "feature_note": "Standard_D248ds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 248 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "new_listings",
        "label": "Standard D248ds V7 VM size",
        "last_available_date": null,
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": "New regional listing of an already observed feature.",
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 12,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 51,
          "unknown": 0
        },
        "coverage_before": {
          "available": 10,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 53,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Standard_D248lds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "VM SKU 'standard_d248lds_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in westus.",
          "error_code": null,
          "latency_ms": 1273,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d248lds.v7",
        "feature_note": "Standard_D248lds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 248 vCPUs. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "new_listings",
        "label": "Standard D248lds V7 VM size",
        "last_available_date": null,
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": "New regional listing of an already observed feature.",
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 12,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 51,
          "unknown": 0
        },
        "coverage_before": {
          "available": 10,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 53,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Standard_D248ls_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "VM SKU 'standard_d248ls_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in westus.",
          "error_code": null,
          "latency_ms": 1273,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d248ls.v7",
        "feature_note": "Standard_D248ls_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 248 vCPUs. l = low memory in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "new_listings",
        "label": "Standard D248ls V7 VM size",
        "last_available_date": null,
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": "New regional listing of an already observed feature.",
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 12,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 51,
          "unknown": 0
        },
        "coverage_before": {
          "available": 10,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 53,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Standard_D248s_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "VM SKU 'standard_d248s_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in westus.",
          "error_code": null,
          "latency_ms": 1273,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d248s.v7",
        "feature_note": "Standard_D248s_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 248 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "new_listings",
        "label": "Standard D248s V7 VM size",
        "last_available_date": null,
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": "New regional listing of an already observed feature.",
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 12,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 51,
          "unknown": 0
        },
        "coverage_before": {
          "available": 10,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 53,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Standard_D372ds_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "VM SKU 'standard_d372ds_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in westus.",
          "error_code": null,
          "latency_ms": 1273,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d372ds.v7",
        "feature_note": "Standard_D372ds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 372 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "new_listings",
        "label": "Standard D372ds V7 VM size",
        "last_available_date": null,
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": "New regional listing of an already observed feature.",
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 12,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 51,
          "unknown": 0
        },
        "coverage_before": {
          "available": 10,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 53,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Standard_D372s_v7 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "VM SKU 'standard_d372s_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in westus.",
          "error_code": null,
          "latency_ms": 1273,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d372s.v7",
        "feature_note": "Standard_D372s_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 372 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "new_listings",
        "label": "Standard D372s V7 VM size",
        "last_available_date": null,
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": "New regional listing of an already observed feature.",
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16ads.cc.v5",
        "feature_note": "Standard_DC16ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16as.cc.v5",
        "feature_note": "Standard_DC16as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32ads.cc.v5",
        "feature_note": "Standard_DC32ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32as.cc.v5",
        "feature_note": "Standard_DC32as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48ads.cc.v5",
        "feature_note": "Standard_DC48ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48as.cc.v5",
        "feature_note": "Standard_DC48as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4ads.cc.v5",
        "feature_note": "Standard_DC4ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4as.cc.v5",
        "feature_note": "Standard_DC4as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64ads.cc.v5",
        "feature_note": "Standard_DC64ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64as.cc.v5",
        "feature_note": "Standard_DC64as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8ads.cc.v5",
        "feature_note": "Standard_DC8ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8as.cc.v5",
        "feature_note": "Standard_DC8as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96ads.cc.v5",
        "feature_note": "Standard_DC96ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96as.cc.v5",
        "feature_note": "Standard_DC96as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16ads.cc.v5",
        "feature_note": "Standard_EC16ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16as.cc.v5",
        "feature_note": "Standard_EC16as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC20ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec20ads.cc.v5",
        "feature_note": "Standard_EC20ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec20ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC20as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec20as.cc.v5",
        "feature_note": "Standard_EC20as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec20as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32ads.cc.v5",
        "feature_note": "Standard_EC32ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32as.cc.v5",
        "feature_note": "Standard_EC32as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48ads.cc.v5",
        "feature_note": "Standard_EC48ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48as.cc.v5",
        "feature_note": "Standard_EC48as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4ads.cc.v5",
        "feature_note": "Standard_EC4ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4as.cc.v5",
        "feature_note": "Standard_EC4as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64ads.cc.v5",
        "feature_note": "Standard_EC64ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64as.cc.v5",
        "feature_note": "Standard_EC64as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8ads.cc.v5",
        "feature_note": "Standard_EC8ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8as.cc.v5",
        "feature_note": "Standard_EC8as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC96ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec96ads.cc.v5",
        "feature_note": "Standard_EC96ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec96ads Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-22",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC96as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec96as.cc.v5",
        "feature_note": "Standard_EC96as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec96as Cc V5 VM size",
        "last_available_date": "2026-09-21",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v2",
        "feature_note": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v3",
        "feature_note": "Standard_NV12s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v2",
        "feature_note": "Standard_NV24s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v3",
        "feature_note": "Standard_NV24s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV48s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv48s.v3",
        "feature_note": "Standard_NV48s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv48s V3 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-02",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6s.v2",
        "feature_note": "Standard_NV6s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6s V2 VM size",
        "last_available_date": "2026-10-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "other_changes",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus2",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in westus2.",
          "error_code": null,
          "latency_ms": 42231,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westus2",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in westus2.",
          "error_code": null,
          "latency_ms": 42231,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westus2",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-09-15",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC1s_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc1s.v2",
        "feature_note": "Standard_DC1s_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc1s V2 VM size",
        "last_available_date": "2026-09-13",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus2",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-15",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2s_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2s.v2",
        "feature_note": "Standard_DC2s_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2s V2 VM size",
        "last_available_date": "2026-09-13",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus2",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-15",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4s_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4s.v2",
        "feature_note": "Standard_DC4s_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4s V2 VM size",
        "last_available_date": "2026-09-13",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus2",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-09-15",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8.v2",
        "feature_note": "Standard_DC8_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8 V2 VM size",
        "last_available_date": "2026-09-13",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus2",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Standard_E248ds_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "VM SKU 'standard_e248ds_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in westus2.",
          "error_code": null,
          "latency_ms": 1131,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e248ds.v7",
        "feature_note": "Standard_E248ds_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 248 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "restorations",
        "label": "Standard E248ds V7 VM size",
        "last_available_date": "2026-09-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus2",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Standard_E248s_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "VM SKU 'standard_e248s_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in westus2.",
          "error_code": null,
          "latency_ms": 1131,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e248s.v7",
        "feature_note": "Standard_E248s_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 248 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "restorations",
        "label": "Standard E248s V7 VM size",
        "last_available_date": "2026-09-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus2",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Standard_E372ids_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "VM SKU 'standard_e372ids_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in westus2.",
          "error_code": null,
          "latency_ms": 1131,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e372ids.v7",
        "feature_note": "Standard_E372ids_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 372 vCPUs. i = isolated in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "restorations",
        "label": "Standard E372ids V7 VM size",
        "last_available_date": "2026-09-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus2",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Standard_E372is_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "VM SKU 'standard_e372is_v7' is listed by legacy az vm list-sizes and az vm list-skus fallback evidence in westus2.",
          "error_code": null,
          "latency_ms": 1131,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e372is.v7",
        "feature_note": "Standard_E372is_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 372 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "restorations",
        "label": "Standard E372is V7 VM size",
        "last_available_date": "2026-09-01",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus2",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.1 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '1' from 'Anthropic' is listed by az cognitiveservices model list in westus3. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: GlobalStandard.",
          "error_code": null,
          "latency_ms": 8422,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 1)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "Claude Sonnet 5 5.2 - Anthropic",
        "details_url": "https://platform.claude.com/docs/en/models/overview",
        "evidence_after": {
          "detail": "Azure AI model 'claude-sonnet-5-5' version '2' from 'Anthropic' is listed by az cognitiveservices model list in westus3. Kind: MaaS. Lifecycle: GenerallyAvailable. SKUs: DataZoneStandard, GlobalStandard.",
          "error_code": null,
          "latency_ms": 8422,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.anthropic.claude-sonnet-5-5.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "new_listings",
        "label": "Claude Sonnet 5 5 model from Anthropic (version 2)",
        "last_available_date": null,
        "modality": "Azure AI models",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 11b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-11b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 11b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "llama 3 2 90b vision instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.llama-3-2-90b-vision-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "llama 3 2 90b vision instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 405b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-405b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 405b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.1 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.1",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 1)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.2 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.2",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 2)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.3 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.3",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 3)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.4 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.4",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 4)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-13",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "meta llama 3 1 8b instruct.5 - meta",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.meta.meta-llama-3-1-8b-instruct.5",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "meta llama 3 1 8b instruct model from Meta (version 5)",
        "last_available_date": "2026-09-12",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 1 chat.2025 11 13 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-1-chat.2025-11-13",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 1 chat model from OpenAI (version 2025-11-13)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2025 12 11 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2025-12-11",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2025-12-11)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 2 chat.2026 02 10 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-2-chat.2026-02-10",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 2 chat model from OpenAI (version 2026-02-10)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": "2026-09-29",
        "coverage_after": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": null,
        "details_label": "GPT-5 3 chat.2026 03 03 - OpenAI",
        "details_url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure",
        "evidence_after": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "aiModels.openai.gpt-5-3-chat.2026-03-03",
        "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
        "kind": "continuing_absences",
        "label": "GPT-5 3 chat model from OpenAI (version 2026-03-03)",
        "last_available_date": "2026-09-28",
        "modality": "Azure AI models",
        "new_geography": null,
        "novelty": null,
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "ai"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazureenterprise' is listed in westus3.",
          "error_code": null,
          "latency_ms": 43611,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazureenterprise",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazureenterprise AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": null,
        "coverage_after": {
          "available": 59,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 4,
          "unknown": 0
        },
        "coverage_before": {
          "available": 0,
          "observed": 0,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 0,
          "unknown": 0
        },
        "current": "available",
        "details_label": "infernosim.infernosimazurepro - unverified extension identity",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazurepro",
        "evidence_after": {
          "detail": "AKS extension type 'infernosim.infernosimazurepro' is listed in westus3.",
          "error_code": null,
          "latency_ms": 43611,
          "source": "snapshot",
          "status": "available",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": null,
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": null,
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "extensionTypes.infernosim.infernosimazurepro",
        "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
        "kind": "new_listings",
        "label": "infernosim.infernosimazurepro AKS extension",
        "last_available_date": null,
        "modality": "AKS extensions",
        "new_geography": "North America",
        "novelty": "First observed in retained monitoring history; not a confirmed product launch.",
        "previous": null,
        "region": "westus3",
        "scope_reason": null,
        "service": "aks"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Basic A0 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.basic.a0",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.basic.a0",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Basic A0 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Basic A1 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.basic.a1",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.basic.a1",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Basic A1 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Basic A2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.basic.a2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.basic.a2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Basic A2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Basic A3 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.basic.a3",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.basic.a3",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Basic A3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Basic A4 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.basic.a4",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.basic.a4",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Basic A4 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard A0 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.a0",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a0",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard A0 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A1 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a1",
        "feature_note": "Standard_A1 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A1 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A10 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a10",
        "feature_note": "Standard_A10 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 10 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A10 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A11 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a11",
        "feature_note": "Standard_A11 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 11 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A11 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A2 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a2",
        "feature_note": "Standard_A2 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A3 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a3",
        "feature_note": "Standard_A3 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 3 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A4 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a4",
        "feature_note": "Standard_A4 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A4 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A5 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a5",
        "feature_note": "Standard_A5 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 5 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A6 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a6",
        "feature_note": "Standard_A6 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A6 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A7 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a7",
        "feature_note": "Standard_A7 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 7 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A7 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A8 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a8",
        "feature_note": "Standard_A8 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A8 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_A9 - Entry-level general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.a9",
        "feature_note": "Standard_A9 is a entry-level general purpose VM size decoded from Azure's naming convention. The name encodes 9 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard A9 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D1 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d1",
        "feature_note": "Standard_D1 is a general purpose VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D1 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D11 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d11",
        "feature_note": "Standard_D11 is a general purpose VM size decoded from Azure's naming convention. The name encodes 11 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D11 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D12 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d12",
        "feature_note": "Standard_D12 is a general purpose VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D12 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D13 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d13",
        "feature_note": "Standard_D13 is a general purpose VM size decoded from Azure's naming convention. The name encodes 13 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D13 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D14 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d14",
        "feature_note": "Standard_D14 is a general purpose VM size decoded from Azure's naming convention. The name encodes 14 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D14 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D2 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d2",
        "feature_note": "Standard_D2 is a general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D3 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d3",
        "feature_note": "Standard_D3 is a general purpose VM size decoded from Azure's naming convention. The name encodes 3 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_D4 - General purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.d4",
        "feature_note": "Standard_D4 is a general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard D4 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16ads.cc.v5",
        "feature_note": "Standard_DC16ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16ads Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16ads_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16ads.v5",
        "feature_note": "Standard_DC16ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16ads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16as.cc.v5",
        "feature_note": "Standard_DC16as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16as Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 18,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 45,
          "unknown": 0
        },
        "coverage_before": {
          "available": 18,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 45,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16as_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16as.v5",
        "feature_note": "Standard_DC16as_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16as V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16ds_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16ds.v3",
        "feature_note": "Standard_DC16ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16ds V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16eds.v5",
        "feature_note": "Standard_DC16eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16eds V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16es.v5",
        "feature_note": "Standard_DC16es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16es V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC16s_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc16s.v3",
        "feature_note": "Standard_DC16s_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc16s V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC1ds_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc1ds.v3",
        "feature_note": "Standard_DC1ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc1ds V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC1s_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc1s.v2",
        "feature_note": "Standard_DC1s_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc1s V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC1s_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc1s.v3",
        "feature_note": "Standard_DC1s_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc1s V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC24ds_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc24ds.v3",
        "feature_note": "Standard_DC24ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc24ds V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC24s_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc24s.v3",
        "feature_note": "Standard_DC24s_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc24s V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2ads_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2ads.v5",
        "feature_note": "Standard_DC2ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2ads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2as_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2as.v5",
        "feature_note": "Standard_DC2as_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2as V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2ds_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2ds.v3",
        "feature_note": "Standard_DC2ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2ds V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2eds.v5",
        "feature_note": "Standard_DC2eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2eds V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2es.v5",
        "feature_note": "Standard_DC2es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2es V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2s - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2s",
        "feature_note": "Standard_DC2s is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2s VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2s_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2s.v2",
        "feature_note": "Standard_DC2s_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2s V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC2s_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc2s.v3",
        "feature_note": "Standard_DC2s_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc2s V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32ads.cc.v5",
        "feature_note": "Standard_DC32ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32ads Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32ads_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32ads.v5",
        "feature_note": "Standard_DC32ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32ads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32as.cc.v5",
        "feature_note": "Standard_DC32as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32as Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32as_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32as.v5",
        "feature_note": "Standard_DC32as_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32as V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32ds_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32ds.v3",
        "feature_note": "Standard_DC32ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32ds V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32eds.v5",
        "feature_note": "Standard_DC32eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32eds V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32es.v5",
        "feature_note": "Standard_DC32es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32es V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC32s_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc32s.v3",
        "feature_note": "Standard_DC32s_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc32s V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48ads.cc.v5",
        "feature_note": "Standard_DC48ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48ads Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48ads_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48ads.v5",
        "feature_note": "Standard_DC48ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48ads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48as.cc.v5",
        "feature_note": "Standard_DC48as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48as Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48as_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48as.v5",
        "feature_note": "Standard_DC48as_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48as V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48ds_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48ds.v3",
        "feature_note": "Standard_DC48ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48ds V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48eds.v5",
        "feature_note": "Standard_DC48eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48eds V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48es.v5",
        "feature_note": "Standard_DC48es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48es V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC48s_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc48s.v3",
        "feature_note": "Standard_DC48s_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc48s V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4ads.cc.v5",
        "feature_note": "Standard_DC4ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4ads Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4ads_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4ads.v5",
        "feature_note": "Standard_DC4ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4ads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4as.cc.v5",
        "feature_note": "Standard_DC4as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4as Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4as_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4as.v5",
        "feature_note": "Standard_DC4as_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4as V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4ds_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4ds.v3",
        "feature_note": "Standard_DC4ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4ds V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4eds.v5",
        "feature_note": "Standard_DC4eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4eds V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4es.v5",
        "feature_note": "Standard_DC4es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4es V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4s - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4s",
        "feature_note": "Standard_DC4s is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4s VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4s_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4s.v2",
        "feature_note": "Standard_DC4s_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4s V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC4s_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc4s.v3",
        "feature_note": "Standard_DC4s_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc4s V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64ads.cc.v5",
        "feature_note": "Standard_DC64ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64ads Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64ads_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64ads.v5",
        "feature_note": "Standard_DC64ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64ads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64as.cc.v5",
        "feature_note": "Standard_DC64as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64as Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64as_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64as.v5",
        "feature_note": "Standard_DC64as_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64as V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64eds.v5",
        "feature_note": "Standard_DC64eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64eds V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC64es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc64es.v5",
        "feature_note": "Standard_DC64es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc64es V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8_v2 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8.v2",
        "feature_note": "Standard_DC8_v2 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8 V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8ads.cc.v5",
        "feature_note": "Standard_DC8ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8ads Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8ads_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8ads.v5",
        "feature_note": "Standard_DC8ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8ads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8as.cc.v5",
        "feature_note": "Standard_DC8as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8as Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8as_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8as.v5",
        "feature_note": "Standard_DC8as_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8as V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8ds_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8ds.v3",
        "feature_note": "Standard_DC8ds_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8ds V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8eds.v5",
        "feature_note": "Standard_DC8eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8eds V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8es.v5",
        "feature_note": "Standard_DC8es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8es V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8s - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8s",
        "feature_note": "Standard_DC8s is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8s VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "coverage_before": {
          "available": 25,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 38,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC8s_v3 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc8s.v3",
        "feature_note": "Standard_DC8s_v3 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc8s V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96ads_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96ads.cc.v5",
        "feature_note": "Standard_DC96ads_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96ads Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96ads_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96ads.v5",
        "feature_note": "Standard_DC96ads_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96ads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96as_CC_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96as.cc.v5",
        "feature_note": "Standard_DC96as_CC_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96as Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96as_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96as.v5",
        "feature_note": "Standard_DC96as_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96as V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96eds_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96eds.v5",
        "feature_note": "Standard_DC96eds_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96eds V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_DC96es_v5 - Confidential general purpose VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.dc96es.v5",
        "feature_note": "Standard_DC96es_v5 is a confidential general purpose VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Dc96es V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ds1 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds1",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ds1",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ds1 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ds11 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds11",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ds11",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ds11 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ds12 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds12",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ds12",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ds12 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ds13 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds13",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ds13",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ds13 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ds14 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds14",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ds14",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ds14 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ds2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ds2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ds2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ds3 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds3",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ds3",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ds3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "coverage_before": {
          "available": 39,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 24,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Ds4 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.ds4",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ds4",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Ds4 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E248ds_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e248ds.v7",
        "feature_note": "Standard_E248ds_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 248 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E248ds V7 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E248s_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e248s.v7",
        "feature_note": "Standard_E248s_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 248 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E248s V7 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E372ids_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e372ids.v7",
        "feature_note": "Standard_E372ids_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 372 vCPUs. i = isolated in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E372ids V7 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 8,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 55,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E372is_v7 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e372is.v7",
        "feature_note": "Standard_E372is_v7 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 372 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E372is V7 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E64i_v3 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e64i.v3",
        "feature_note": "Standard_E64i_v3 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. i = isolated in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E64i V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_E64is_v3 - Memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.e64is.v3",
        "feature_note": "Standard_E64is_v3 is a memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard E64is V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC128eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec128eds.v5",
        "feature_note": "Standard_EC128eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec128eds V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC128es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec128es.v5",
        "feature_note": "Standard_EC128es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 128 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec128es V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16ads.cc.v5",
        "feature_note": "Standard_EC16ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16ads Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16ads.v5",
        "feature_note": "Standard_EC16ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16ads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16as.cc.v5",
        "feature_note": "Standard_EC16as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16as Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16as.v5",
        "feature_note": "Standard_EC16as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16as V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16eds.v5",
        "feature_note": "Standard_EC16eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16eds V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC16es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec16es.v5",
        "feature_note": "Standard_EC16es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec16es V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC20ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec20ads.cc.v5",
        "feature_note": "Standard_EC20ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec20ads Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC20ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec20ads.v5",
        "feature_note": "Standard_EC20ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec20ads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC20as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec20as.cc.v5",
        "feature_note": "Standard_EC20as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec20as Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC20as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec20as.v5",
        "feature_note": "Standard_EC20as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec20as V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC2ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec2ads.v5",
        "feature_note": "Standard_EC2ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec2ads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC2as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec2as.v5",
        "feature_note": "Standard_EC2as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec2as V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC2eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec2eds.v5",
        "feature_note": "Standard_EC2eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec2eds V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC2es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec2es.v5",
        "feature_note": "Standard_EC2es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec2es V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32ads.cc.v5",
        "feature_note": "Standard_EC32ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32ads Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32ads.v5",
        "feature_note": "Standard_EC32ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32ads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32as.cc.v5",
        "feature_note": "Standard_EC32as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32as Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32as.v5",
        "feature_note": "Standard_EC32as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32as V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32eds.v5",
        "feature_note": "Standard_EC32eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32eds V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC32es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec32es.v5",
        "feature_note": "Standard_EC32es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec32es V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48ads.cc.v5",
        "feature_note": "Standard_EC48ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48ads Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48ads.v5",
        "feature_note": "Standard_EC48ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48ads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48as.cc.v5",
        "feature_note": "Standard_EC48as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48as Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48as.v5",
        "feature_note": "Standard_EC48as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48as V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48eds.v5",
        "feature_note": "Standard_EC48eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48eds V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC48es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec48es.v5",
        "feature_note": "Standard_EC48es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec48es V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4ads.cc.v5",
        "feature_note": "Standard_EC4ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4ads Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4ads.v5",
        "feature_note": "Standard_EC4ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4ads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4as.cc.v5",
        "feature_note": "Standard_EC4as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4as Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4as.v5",
        "feature_note": "Standard_EC4as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4as V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4eds.v5",
        "feature_note": "Standard_EC4eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4eds V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC4es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec4es.v5",
        "feature_note": "Standard_EC4es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec4es V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64ads.cc.v5",
        "feature_note": "Standard_EC64ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64ads Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64ads.v5",
        "feature_note": "Standard_EC64ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64ads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64as.cc.v5",
        "feature_note": "Standard_EC64as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64as Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64as.v5",
        "feature_note": "Standard_EC64as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64as V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64eds.v5",
        "feature_note": "Standard_EC64eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64eds V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC64es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec64es.v5",
        "feature_note": "Standard_EC64es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec64es V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8ads.cc.v5",
        "feature_note": "Standard_EC8ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8ads Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8ads.v5",
        "feature_note": "Standard_EC8ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8ads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8as.cc.v5",
        "feature_note": "Standard_EC8as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8as Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8as.v5",
        "feature_note": "Standard_EC8as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8as V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8eds_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8eds.v5",
        "feature_note": "Standard_EC8eds_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. e = confidential TDX in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8eds V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC8es_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec8es.v5",
        "feature_note": "Standard_EC8es_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. e = confidential TDX in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec8es V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC96ads_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec96ads.cc.v5",
        "feature_note": "Standard_EC96ads_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec96ads Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC96ads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec96ads.v5",
        "feature_note": "Standard_EC96ads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec96ads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC96as_CC_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec96as.cc.v5",
        "feature_note": "Standard_EC96as_CC_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker CC. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec96as Cc V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC96as_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec96as.v5",
        "feature_note": "Standard_EC96as_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec96as V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC96iads_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec96iads.v5",
        "feature_note": "Standard_EC96iads_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. i = isolated in the documented naming convention. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec96iads V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "coverage_before": {
          "available": 17,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 46,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_EC96ias_v5 - Confidential memory optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ec96ias.v5",
        "feature_note": "Standard_EC96ias_v5 is a confidential memory optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. i = isolated in the documented naming convention. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ec96ias V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_G1 - Memory and storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.g1",
        "feature_note": "Standard_G1 is a memory and storage optimized VM size decoded from Azure's naming convention. The name encodes 1 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard G1 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_G2 - Memory and storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.g2",
        "feature_note": "Standard_G2 is a memory and storage optimized VM size decoded from Azure's naming convention. The name encodes 2 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard G2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_G3 - Memory and storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.g3",
        "feature_note": "Standard_G3 is a memory and storage optimized VM size decoded from Azure's naming convention. The name encodes 3 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard G3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_G4 - Memory and storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.g4",
        "feature_note": "Standard_G4 is a memory and storage optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard G4 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_G5 - Memory and storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.g5",
        "feature_note": "Standard_G5 is a memory and storage optimized VM size decoded from Azure's naming convention. The name encodes 5 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard G5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs1 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs1",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs1",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs1 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs3 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs3",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs3",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs4 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs4",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs4",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs4 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs4 4 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs4.4",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs4.4",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs4 4 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs4 8 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs4.8",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs4.8",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs4 8 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs5 16 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs5.16",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs5.16",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs5 16 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Gs5 8 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.gs5.8",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.gs5.8",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Gs5 8 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H16 - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h16",
        "feature_note": "Standard_H16 is a high performance compute VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H16 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H16_PROMO - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h16.promo",
        "feature_note": "Standard_H16_PROMO is a high performance compute VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H16 Promo VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H16m - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h16m",
        "feature_note": "Standard_H16m is a high performance compute VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. m = memory intensive in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H16m VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H16m_PROMO - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h16m.promo",
        "feature_note": "Standard_H16m_PROMO is a high performance compute VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. m = memory intensive in the documented naming convention. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H16m Promo VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H16mr - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h16mr",
        "feature_note": "Standard_H16mr is a high performance compute VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. m = memory intensive in the documented naming convention. r = RDMA in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H16mr VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H16mr_PROMO - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h16mr.promo",
        "feature_note": "Standard_H16mr_PROMO is a high performance compute VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. m = memory intensive in the documented naming convention. r = RDMA in the documented naming convention. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H16mr Promo VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H16r - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h16r",
        "feature_note": "Standard_H16r is a high performance compute VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. r = RDMA in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H16r VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H16r_PROMO - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h16r.promo",
        "feature_note": "Standard_H16r_PROMO is a high performance compute VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. r = RDMA in the documented naming convention. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H16r Promo VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H8 - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h8",
        "feature_note": "Standard_H8 is a high performance compute VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H8 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H8_PROMO - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h8.promo",
        "feature_note": "Standard_H8_PROMO is a high performance compute VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H8 Promo VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H8m - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h8m",
        "feature_note": "Standard_H8m is a high performance compute VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. m = memory intensive in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H8m VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_H8m_PROMO - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.h8m.promo",
        "feature_note": "Standard_H8m_PROMO is a high performance compute VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. m = memory intensive in the documented naming convention. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard H8m Promo VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb120 16rs V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.16rs.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb120.16rs.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb120 16rs V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb120 32rs V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.32rs.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb120.32rs.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb120 32rs V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb120 64rs V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.64rs.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb120.64rs.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb120 64rs V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb120 96rs V2 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb120.96rs.v2",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb120.96rs.v2",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb120 96rs V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_HB120rs_v2 - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb120rs.v2",
        "feature_note": "Standard_HB120rs_v2 is a high performance compute VM size decoded from Azure's naming convention. The name encodes 120 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Hb120rs V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb176 144rs V4 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb176.144rs.v4",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb176.144rs.v4",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb176 144rs V4 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb176 24rs V4 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb176.24rs.v4",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb176.24rs.v4",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb176 24rs V4 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb176 48rs V4 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb176.48rs.v4",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb176.48rs.v4",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb176 48rs V4 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb176 96rs V4 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb176.96rs.v4",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb176.96rs.v4",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb176 96rs V4 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_HB176rs_v4 - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb176rs.v4",
        "feature_note": "Standard_HB176rs_v4 is a high performance compute VM size decoded from Azure's naming convention. The name encodes 176 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Hb176rs V4 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb368 144rs V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.144rs.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb368.144rs.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb368 144rs V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb368 192rs V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.192rs.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb368.192rs.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb368 192rs V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb368 240rs V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.240rs.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb368.240rs.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb368 240rs V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb368 288rs V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.288rs.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb368.288rs.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb368 288rs V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb368 336rs V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.336rs.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb368.336rs.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb368 336rs V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb368 48rs V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.48rs.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb368.48rs.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb368 48rs V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb368 96rs V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb368.96rs.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb368.96rs.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb368 96rs V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_HB368rs_v5 - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb368rs.v5",
        "feature_note": "Standard_HB368rs_v5 is a high performance compute VM size decoded from Azure's naming convention. The name encodes 368 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Hb368rs V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb60 15rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb60.15rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb60.15rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb60 15rs VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb60 30rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb60.30rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb60.30rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb60 30rs VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hb60 45rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hb60.45rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb60.45rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hb60 45rs VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_HB60rs - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hb60rs",
        "feature_note": "Standard_HB60rs is a high performance compute VM size decoded from Azure's naming convention. The name encodes 60 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Hb60rs VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hc44 16rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hc44.16rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hc44.16rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hc44 16rs VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hc44 32rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hc44.32rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hc44.32rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hc44 32rs VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "coverage_before": {
          "available": 14,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 49,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_HC44rs - High performance compute VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hc44rs",
        "feature_note": "Standard_HC44rs is a high performance compute VM size decoded from Azure's naming convention. The name encodes 44 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Hc44rs VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hx176 144rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hx176.144rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hx176.144rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hx176 144rs VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hx176 24rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hx176.24rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hx176.24rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hx176 24rs VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hx176 48rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hx176.48rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hx176.48rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hx176 48rs VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hx176 96rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hx176.96rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hx176.96rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hx176 96rs VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Hx176rs VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.hx176rs",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.hx176rs",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Hx176rs VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Internal Nd80sr Ms V1 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.internal.nd80sr.ms.v1",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.internal.nd80sr.ms.v1",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Internal Nd80sr Ms V1 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L16s - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l16s",
        "feature_note": "Standard_L16s is a storage optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L16s VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "coverage_before": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L16s_v2 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l16s.v2",
        "feature_note": "Standard_L16s_v2 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 16 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L16s V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L32s - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l32s",
        "feature_note": "Standard_L32s is a storage optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L32s VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "coverage_before": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L32s_v2 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l32s.v2",
        "feature_note": "Standard_L32s_v2 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 32 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L32s V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "coverage_before": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L48s_v2 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l48s.v2",
        "feature_note": "Standard_L48s_v2 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L48s V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L4s - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l4s",
        "feature_note": "Standard_L4s is a storage optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L4s VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "coverage_before": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L64s_v2 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l64s.v2",
        "feature_note": "Standard_L64s_v2 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 64 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L64s V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "coverage_before": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L80s_v2 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l80s.v2",
        "feature_note": "Standard_L80s_v2 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 80 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L80s V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "coverage_before": {
          "available": 38,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 25,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L8s - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l8s",
        "feature_note": "Standard_L8s is a storage optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L8s VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "coverage_before": {
          "available": 16,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 47,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_L8s_v2 - Storage optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.l8s.v2",
        "feature_note": "Standard_L8s_v2 is a storage optimized VM size decoded from Azure's naming convention. The name encodes 8 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard L8s V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC12 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc12",
        "feature_note": "Standard_NC12 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc12 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC12_PROMO - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc12.promo",
        "feature_note": "Standard_NC12_PROMO is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc12 Promo VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC12s_v2 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc12s.v2",
        "feature_note": "Standard_NC12s_v2 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc12s V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC12s_v3 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc12s.v3",
        "feature_note": "Standard_NC12s_v3 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc12s V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC24 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc24",
        "feature_note": "Standard_NC24 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc24 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC24_PROMO - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc24.promo",
        "feature_note": "Standard_NC24_PROMO is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc24 Promo VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC24r - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc24r",
        "feature_note": "Standard_NC24r is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. r = RDMA in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc24r VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC24r_PROMO - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc24r.promo",
        "feature_note": "Standard_NC24r_PROMO is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. r = RDMA in the documented naming convention. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc24r Promo VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC24rs_v2 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc24rs.v2",
        "feature_note": "Standard_NC24rs_v2 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc24rs V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC24rs_v3 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc24rs.v3",
        "feature_note": "Standard_NC24rs_v3 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc24rs V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC24s_v2 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc24s.v2",
        "feature_note": "Standard_NC24s_v2 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc24s V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC24s_v3 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc24s.v3",
        "feature_note": "Standard_NC24s_v3 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc24s V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC6 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc6",
        "feature_note": "Standard_NC6 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc6 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC6_PROMO - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc6.promo",
        "feature_note": "Standard_NC6_PROMO is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc6 Promo VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC6s_v2 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc6s.v2",
        "feature_note": "Standard_NC6s_v2 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc6s V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NC6s_v3 - GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nc6s.v3",
        "feature_note": "Standard_NC6s_v3 is a gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nc6s V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 4,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 59,
          "unknown": 0
        },
        "coverage_before": {
          "available": 4,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 59,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NCC40ads_H100_v5 - Confidential GPU compute optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.ncc40ads.h100.v5",
        "feature_note": "Standard_NCC40ads_H100_v5 is a confidential gpu compute optimized VM size decoded from Azure's naming convention. The name encodes 40 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker H100. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Ncc40ads H100 V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Nd128isrg5 Gb300 V6 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nd128isrg5.gb300.v6",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd128isrg5.gb300.v6",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Nd128isrg5 Gb300 V6 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND12s - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd12s",
        "feature_note": "Standard_ND12s is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd12s VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND24rs - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd24rs",
        "feature_note": "Standard_ND24rs is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd24rs VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND24s - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd24s",
        "feature_note": "Standard_ND24s is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd24s VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 5,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 58,
          "unknown": 0
        },
        "coverage_before": {
          "available": 5,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 58,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND40rs_v2 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd40rs.v2",
        "feature_note": "Standard_ND40rs_v2 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 40 vCPUs. r = RDMA in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd40rs V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND40s_v3 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd40s.v3",
        "feature_note": "Standard_ND40s_v3 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 40 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd40s V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND6s - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd6s",
        "feature_note": "Standard_ND6s is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd6s VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 12,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 51,
          "unknown": 0
        },
        "coverage_before": {
          "available": 12,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 51,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND96amsr_A100_v4 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd96amsr.a100.v4",
        "feature_note": "Standard_ND96amsr_A100_v4 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. r = RDMA in the documented naming convention. The name includes accelerator or memory marker A100. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd96amsr A100 V4 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND96asr_v4 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd96asr.v4",
        "feature_note": "Standard_ND96asr_v4 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. a = AMD-based in the documented naming convention. s = premium SSD capable in the documented naming convention. r = RDMA in the documented naming convention. The name identifies VM family-series version v4. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd96asr V4 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND96is_MI300X_v5 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd96is.mi300x.v5",
        "feature_note": "Standard_ND96is_MI300X_v5 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker MI300X. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd96is Mi300x V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 22,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 41,
          "unknown": 0
        },
        "coverage_before": {
          "available": 22,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 41,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND96isr_H100_v5 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd96isr.h100.v5",
        "feature_note": "Standard_ND96isr_H100_v5 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. r = RDMA in the documented naming convention. The name includes accelerator or memory marker H100. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd96isr H100 V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_ND96isr_MI300X_v5 - GPU AI training optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nd96isr.mi300x.v5",
        "feature_note": "Standard_ND96isr_MI300X_v5 is a gpu ai training optimized VM size decoded from Azure's naming convention. The name encodes 96 vCPUs. i = isolated in the documented naming convention. s = premium SSD capable in the documented naming convention. r = RDMA in the documented naming convention. The name includes accelerator or memory marker MI300X. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nd96isr Mi300x V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NP10s - FPGA accelerated VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.np10s",
        "feature_note": "Standard_NP10s is a fpga accelerated VM size decoded from Azure's naming convention. The name encodes 10 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Np10s VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NP20s - FPGA accelerated VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.np20s",
        "feature_note": "Standard_NP20s is a fpga accelerated VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Np20s VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "coverage_before": {
          "available": 9,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 54,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NP40s - FPGA accelerated VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.np40s",
        "feature_note": "Standard_NP40s is a fpga accelerated VM size decoded from Azure's naming convention. The name encodes 40 vCPUs. s = premium SSD capable in the documented naming convention. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Np40s VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV10ads_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv10ads.a10.v5",
        "feature_note": "Standard_NV10ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 10 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv10ads A10 V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12",
        "feature_note": "Standard_NV12 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12_PROMO - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12.promo",
        "feature_note": "Standard_NV12_PROMO is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12 Promo VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Nv12ads V710 V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv12ads.v710.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12ads.v710.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Nv12ads V710 V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v2",
        "feature_note": "Standard_NV12s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV12s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv12s.v3",
        "feature_note": "Standard_NV12s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 12 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv12s V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV20adms_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv20adms.a10.v5",
        "feature_note": "Standard_NV20adms_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv20adms A10 V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV20ads_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv20ads.a10.v5",
        "feature_note": "Standard_NV20ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 20 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv20ads A10 V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24",
        "feature_note": "Standard_NV24 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24_PROMO - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24.promo",
        "feature_note": "Standard_NV24_PROMO is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24 Promo VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Nv24ads V710 V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv24ads.v710.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24ads.v710.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Nv24ads V710 V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v2",
        "feature_note": "Standard_NV24s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV24s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv24s.v3",
        "feature_note": "Standard_NV24s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 24 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv24s V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Nv28adms V710 V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv28adms.v710.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv28adms.v710.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Nv28adms V710 V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Nv28ads V710 V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv28ads.v710.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv28ads.v710.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Nv28ads V710 V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV30adms_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv30adms.a10.v5",
        "feature_note": "Standard_NV30adms_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 30 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. m = memory intensive in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv30adms A10 V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV30ads_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv30ads.a10.v5",
        "feature_note": "Standard_NV30ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 30 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv30ads A10 V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV40ads_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv40ads.a10.v5",
        "feature_note": "Standard_NV40ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 40 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv40ads A10 V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV48s_v3 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv48s.v3",
        "feature_note": "Standard_NV48s_v3 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 48 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v3. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv48s V3 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV4ads_A10_v5 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv4ads.a10.v5",
        "feature_note": "Standard_NV4ads_A10_v5 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 4 vCPUs. a = AMD-based in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name includes accelerator or memory marker A10. The name identifies VM family-series version v5. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv4ads A10 V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Nv4ads V710 V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv4ads.v710.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv4ads.v710.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Nv4ads V710 V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6",
        "feature_note": "Standard_NV6 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "coverage_before": {
          "available": 1,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 62,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6_PROMO - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6.promo",
        "feature_note": "Standard_NV6_PROMO is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. The name includes accelerator or memory marker PROMO. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6 Promo VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard_NV6s_v2 - GPU visualization optimized VM size",
        "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv6s.v2",
        "feature_note": "Standard_NV6s_v2 is a gpu visualization optimized VM size decoded from Azure's naming convention. The name encodes 6 vCPUs. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v2. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
        "kind": "continuing_absences",
        "label": "Standard Nv6s V2 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "coverage_before": {
          "available": 6,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 57,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Nv8ads V710 V5 VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.nv8ads.v710.v5",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.nv8ads.v710.v5",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Nv8ads V710 V5 VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      },
      {
        "absence_since": "2026-10-03",
        "coverage_after": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "coverage_before": {
          "available": 3,
          "observed": 63,
          "partial": 0,
          "total_regions": 64,
          "unavailable": 60,
          "unknown": 0
        },
        "current": "unavailable",
        "details_label": "Standard Pb6s VM size",
        "details_url": "https://learn.microsoft.com/en-us/search/?terms=vmSkus.standard.pb6s",
        "evidence_after": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-05T19:47:21.529729+00:00"
        },
        "evidence_before": {
          "detail": "Feature was not listed in this region's catalog.",
          "error_code": null,
          "latency_ms": null,
          "source": "snapshot",
          "status": "unavailable",
          "timestamp": "2026-10-04T10:06:20.538738+00:00"
        },
        "feature": "vmSkus.standard.pb6s",
        "feature_note": "VM catalog entry with unverified exact specifications. This signal represents a name in the regional VM size catalog, not a running VM. Exact CPU, memory, disk, and network specifications are not verified for this identifier. Exact SKU specifications have not been verified. A regional SKU listing does not establish quota, capacity, price, successful deployment, or measured performance. Temporary disks are not durable application storage.",
        "kind": "continuing_absences",
        "label": "Standard Pb6s VM size",
        "last_available_date": "2026-10-02",
        "modality": "VM SKUs",
        "new_geography": null,
        "novelty": null,
        "previous": "unavailable",
        "region": "westus3",
        "scope_reason": null,
        "service": "compute"
      }
    ],
    "regions": [
      "australiacentral",
      "australiacentral2",
      "australiaeast",
      "australiasoutheast",
      "austriaeast",
      "belgiumcentral",
      "brazilsouth",
      "brazilsoutheast",
      "canadacentral",
      "canadaeast",
      "centralindia",
      "centralus",
      "centraluseuap",
      "chilecentral",
      "denmarkeast",
      "eastasia",
      "eastus",
      "eastus2",
      "eastus2euap",
      "eastusstg",
      "francecentral",
      "francesouth",
      "germanynorth",
      "germanywestcentral",
      "github-global",
      "indiasouthcentral",
      "indonesiacentral",
      "israelcentral",
      "italynorth",
      "japaneast",
      "japanwest",
      "jioindiacentral",
      "jioindiawest",
      "koreacentral",
      "koreasouth",
      "malaysiawest",
      "mexicocentral",
      "newzealandnorth",
      "northcentralus",
      "northeurope",
      "norwayeast",
      "norwaywest",
      "polandcentral",
      "qatarcentral",
      "southafricanorth",
      "southafricawest",
      "southcentralus",
      "southcentralusstg",
      "southeastasia",
      "southindia",
      "spaincentral",
      "swedencentral",
      "switzerlandnorth",
      "switzerlandwest",
      "uaecentral",
      "uaenorth",
      "uksouth",
      "ukwest",
      "westcentralus",
      "westeurope",
      "westindia",
      "westus",
      "westus2",
      "westus3"
    ],
    "scope": {
      "added_checks": 252,
      "added_regions": [],
      "current_checks": 167892,
      "current_regions": 64,
      "previous_checks": 167640,
      "previous_regions": 64,
      "removed_checks": 0,
      "removed_regions": []
    },
    "tracking": {
      "complete": false,
      "mode": "tracked_absences",
      "since": "2026-09-05"
    },
    "version": 1
  },
  "change_context_counts": {
    "net_new_availability": 148,
    "restored_availability": 4
  },
  "change_modality_counts": {
    "AKS extensions": {
      "new_availability": 118,
      "regression": 0,
      "status_change": 8
    },
    "Azure AI models": {
      "new_availability": 18,
      "regression": 0,
      "status_change": 108
    },
    "VM SKUs": {
      "new_availability": 16,
      "regression": 0,
      "status_change": 0
    }
  },
  "change_path": "changes/2026-10-05.json",
  "change_type_counts": {
    "new_availability": 152,
    "regression": 0,
    "status_change": 116
  },
  "date": "2026-10-05",
  "editorial_excerpt": "10 VM sizes, mostly Dv7-series (6 sizes) and Ev7-series (4 sizes), gained northcentralus, westus, westus2.",
  "highlights": [
    {
      "available_days": 0,
      "change_type": "new_availability",
      "classification": "net_new_availability",
      "classification_label": "net-new regional availability",
      "current": "available",
      "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
      "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
      "expansion_kind": "new_feature",
      "expansion_label": "first observed anywhere in the monitored regions",
      "feature": "extensionTypes.infernosim.infernosimazureenterprise",
      "feature_coverage_delta": 59,
      "feature_current_available_regions": 59,
      "feature_current_coverage_pct": 92.2,
      "feature_deprecated_coverage_pct": 0.0,
      "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
      "feature_previous_available_regions": 0,
      "feature_previous_coverage_pct": 0.0,
      "feature_total_regions": 64,
      "group": "infernosim",
      "history_days": 143,
      "last_available_date": null,
      "last_missing_date": "2026-10-04",
      "missing_days": 143,
      "modality": "AKS extensions",
      "previous": null,
      "prior_disappearances": 0,
      "region": "australiacentral",
      "region_group": "Oceania",
      "region_group_current_available_regions": 5,
      "region_group_previous_available_regions": 0,
      "same_day_new_regions": [
        "australiacentral",
        "australiacentral2",
        "australiaeast",
        "australiasoutheast",
        "austriaeast",
        "belgiumcentral",
        "brazilsouth",
        "brazilsoutheast",
        "canadacentral",
        "canadaeast",
        "centralindia",
        "centralus",
        "chilecentral",
        "denmarkeast",
        "eastasia",
        "eastus",
        "eastus2",
        "francecentral",
        "francesouth",
        "germanynorth",
        "germanywestcentral",
        "indiasouthcentral",
        "indonesiacentral",
        "israelcentral",
        "italynorth",
        "japaneast",
        "japanwest",
        "jioindiacentral",
        "jioindiawest",
        "koreacentral",
        "koreasouth",
        "malaysiawest",
        "mexicocentral",
        "newzealandnorth",
        "northcentralus",
        "northeurope",
        "norwayeast",
        "norwaywest",
        "polandcentral",
        "qatarcentral",
        "southafricanorth",
        "southafricawest",
        "southcentralus",
        "southeastasia",
        "southindia",
        "spaincentral",
        "swedencentral",
        "switzerlandnorth",
        "switzerlandwest",
        "uaecentral",
        "uaenorth",
        "uksouth",
        "ukwest",
        "westcentralus",
        "westeurope",
        "westindia",
        "westus",
        "westus2",
        "westus3"
      ],
      "service": "aks",
      "still_available_regions": [
        "australiacentral",
        "australiacentral2",
        "australiaeast",
        "australiasoutheast",
        "austriaeast",
        "belgiumcentral",
        "brazilsouth",
        "brazilsoutheast",
        "canadacentral",
        "canadaeast",
        "centralindia",
        "centralus",
        "chilecentral",
        "denmarkeast",
        "eastasia",
        "eastus",
        "eastus2",
        "francecentral",
        "francesouth",
        "germanynorth",
        "germanywestcentral",
        "indiasouthcentral",
        "indonesiacentral",
        "israelcentral",
        "italynorth",
        "japaneast",
        "japanwest",
        "jioindiacentral",
        "jioindiawest",
        "koreacentral",
        "koreasouth",
        "malaysiawest",
        "mexicocentral",
        "newzealandnorth",
        "northcentralus",
        "northeurope",
        "norwayeast",
        "norwaywest",
        "polandcentral",
        "qatarcentral",
        "southafricanorth",
        "southafricawest",
        "southcentralus",
        "southeastasia",
        "southindia",
        "spaincentral",
        "swedencentral",
        "switzerlandnorth",
        "switzerlandwest",
        "uaecentral",
        "uaenorth",
        "uksouth",
        "ukwest",
        "westcentralus",
        "westeurope",
        "westindia",
        "westus",
        "westus2",
        "westus3"
      ],
      "unavailable_pct": 100.0,
      "unknown_days": 0
    },
    {
      "available_days": 0,
      "change_type": "new_availability",
      "classification": "net_new_availability",
      "classification_label": "net-new regional availability",
      "current": "available",
      "details_label": "Claude Sonnet 5 5.1 - Anthropic",
      "details_url": "https://platform.claude.com/docs/en/models/overview",
      "expansion_kind": "new_feature",
      "expansion_label": "first observed anywhere in the monitored regions",
      "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
      "feature_coverage_delta": 9,
      "feature_current_available_regions": 9,
      "feature_current_coverage_pct": 14.1,
      "feature_deprecated_coverage_pct": 0.0,
      "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
      "feature_previous_available_regions": 0,
      "feature_previous_coverage_pct": 0.0,
      "feature_total_regions": 64,
      "group": "aiModels",
      "history_days": 143,
      "last_available_date": null,
      "last_missing_date": "2026-10-04",
      "missing_days": 143,
      "modality": "Azure AI models",
      "previous": null,
      "prior_disappearances": 0,
      "region": "centralus",
      "region_group": "North America",
      "region_group_current_available_regions": 8,
      "region_group_previous_available_regions": 0,
      "same_day_new_regions": [
        "centralus",
        "eastus",
        "eastus2",
        "northcentralus",
        "southcentralus",
        "swedencentral",
        "westcentralus",
        "westus",
        "westus3"
      ],
      "service": "ai",
      "still_available_regions": [
        "centralus",
        "eastus",
        "eastus2",
        "northcentralus",
        "southcentralus",
        "swedencentral",
        "westcentralus",
        "westus",
        "westus3"
      ],
      "unavailable_pct": 100.0,
      "unknown_days": 0
    },
    {
      "available_days": 0,
      "change_type": "new_availability",
      "classification": "net_new_availability",
      "classification_label": "net-new regional availability",
      "current": "available",
      "details_label": "Standard_D248ds_v7 - General purpose VM size",
      "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
      "expansion_kind": "regional_expansion",
      "expansion_label": "regional expansion of an existing signal",
      "feature": "vmSkus.standard.d248ds.v7",
      "feature_coverage_delta": 2,
      "feature_current_available_regions": 12,
      "feature_current_coverage_pct": 18.8,
      "feature_deprecated_coverage_pct": 0.0,
      "feature_note": "Standard_D248ds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 248 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
      "feature_previous_available_regions": 10,
      "feature_previous_coverage_pct": 15.6,
      "feature_total_regions": 64,
      "group": "DDSV",
      "history_days": 143,
      "last_available_date": null,
      "last_missing_date": "2026-10-04",
      "missing_days": 143,
      "modality": "VM SKUs",
      "previous": "unavailable",
      "prior_disappearances": 0,
      "region": "northcentralus",
      "region_group": "North America",
      "region_group_current_available_regions": 8,
      "region_group_previous_available_regions": 6,
      "same_day_new_regions": [
        "northcentralus",
        "westus"
      ],
      "service": "compute",
      "still_available_regions": [
        "brazilsouth",
        "centralus",
        "eastus",
        "eastus2",
        "germanywestcentral",
        "indonesiacentral",
        "northcentralus",
        "southcentralus",
        "swedencentral",
        "westus",
        "westus2",
        "westus3"
      ],
      "unavailable_pct": 100.0,
      "unknown_days": 0
    },
    {
      "available_days": 0,
      "change_type": "new_availability",
      "classification": "net_new_availability",
      "classification_label": "net-new regional availability",
      "current": "available",
      "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
      "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
      "expansion_kind": "new_feature",
      "expansion_label": "first observed anywhere in the monitored regions",
      "feature": "extensionTypes.infernosim.infernosimazureenterprise",
      "feature_coverage_delta": 59,
      "feature_current_available_regions": 59,
      "feature_current_coverage_pct": 92.2,
      "feature_deprecated_coverage_pct": 0.0,
      "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
      "feature_previous_available_regions": 0,
      "feature_previous_coverage_pct": 0.0,
      "feature_total_regions": 64,
      "group": "infernosim",
      "history_days": 143,
      "last_available_date": null,
      "last_missing_date": "2026-10-04",
      "missing_days": 143,
      "modality": "AKS extensions",
      "previous": null,
      "prior_disappearances": 0,
      "region": "australiacentral2",
      "region_group": "Oceania",
      "region_group_current_available_regions": 5,
      "region_group_previous_available_regions": 0,
      "same_day_new_regions": [
        "australiacentral",
        "australiacentral2",
        "australiaeast",
        "australiasoutheast",
        "austriaeast",
        "belgiumcentral",
        "brazilsouth",
        "brazilsoutheast",
        "canadacentral",
        "canadaeast",
        "centralindia",
        "centralus",
        "chilecentral",
        "denmarkeast",
        "eastasia",
        "eastus",
        "eastus2",
        "francecentral",
        "francesouth",
        "germanynorth",
        "germanywestcentral",
        "indiasouthcentral",
        "indonesiacentral",
        "israelcentral",
        "italynorth",
        "japaneast",
        "japanwest",
        "jioindiacentral",
        "jioindiawest",
        "koreacentral",
        "koreasouth",
        "malaysiawest",
        "mexicocentral",
        "newzealandnorth",
        "northcentralus",
        "northeurope",
        "norwayeast",
        "norwaywest",
        "polandcentral",
        "qatarcentral",
        "southafricanorth",
        "southafricawest",
        "southcentralus",
        "southeastasia",
        "southindia",
        "spaincentral",
        "swedencentral",
        "switzerlandnorth",
        "switzerlandwest",
        "uaecentral",
        "uaenorth",
        "uksouth",
        "ukwest",
        "westcentralus",
        "westeurope",
        "westindia",
        "westus",
        "westus2",
        "westus3"
      ],
      "service": "aks",
      "still_available_regions": [
        "australiacentral",
        "australiacentral2",
        "australiaeast",
        "australiasoutheast",
        "austriaeast",
        "belgiumcentral",
        "brazilsouth",
        "brazilsoutheast",
        "canadacentral",
        "canadaeast",
        "centralindia",
        "centralus",
        "chilecentral",
        "denmarkeast",
        "eastasia",
        "eastus",
        "eastus2",
        "francecentral",
        "francesouth",
        "germanynorth",
        "germanywestcentral",
        "indiasouthcentral",
        "indonesiacentral",
        "israelcentral",
        "italynorth",
        "japaneast",
        "japanwest",
        "jioindiacentral",
        "jioindiawest",
        "koreacentral",
        "koreasouth",
        "malaysiawest",
        "mexicocentral",
        "newzealandnorth",
        "northcentralus",
        "northeurope",
        "norwayeast",
        "norwaywest",
        "polandcentral",
        "qatarcentral",
        "southafricanorth",
        "southafricawest",
        "southcentralus",
        "southeastasia",
        "southindia",
        "spaincentral",
        "swedencentral",
        "switzerlandnorth",
        "switzerlandwest",
        "uaecentral",
        "uaenorth",
        "uksouth",
        "ukwest",
        "westcentralus",
        "westeurope",
        "westindia",
        "westus",
        "westus2",
        "westus3"
      ],
      "unavailable_pct": 100.0,
      "unknown_days": 0
    },
    {
      "available_days": 0,
      "change_type": "new_availability",
      "classification": "net_new_availability",
      "classification_label": "net-new regional availability",
      "current": "available",
      "details_label": "Claude Sonnet 5 5.1 - Anthropic",
      "details_url": "https://platform.claude.com/docs/en/models/overview",
      "expansion_kind": "new_feature",
      "expansion_label": "first observed anywhere in the monitored regions",
      "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
      "feature_coverage_delta": 9,
      "feature_current_available_regions": 9,
      "feature_current_coverage_pct": 14.1,
      "feature_deprecated_coverage_pct": 0.0,
      "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
      "feature_previous_available_regions": 0,
      "feature_previous_coverage_pct": 0.0,
      "feature_total_regions": 64,
      "group": "aiModels",
      "history_days": 143,
      "last_available_date": null,
      "last_missing_date": "2026-10-04",
      "missing_days": 143,
      "modality": "Azure AI models",
      "previous": null,
      "prior_disappearances": 0,
      "region": "eastus",
      "region_group": "North America",
      "region_group_current_available_regions": 8,
      "region_group_previous_available_regions": 0,
      "same_day_new_regions": [
        "centralus",
        "eastus",
        "eastus2",
        "northcentralus",
        "southcentralus",
        "swedencentral",
        "westcentralus",
        "westus",
        "westus3"
      ],
      "service": "ai",
      "still_available_regions": [
        "centralus",
        "eastus",
        "eastus2",
        "northcentralus",
        "southcentralus",
        "swedencentral",
        "westcentralus",
        "westus",
        "westus3"
      ],
      "unavailable_pct": 100.0,
      "unknown_days": 0
    },
    {
      "available_days": 0,
      "change_type": "new_availability",
      "classification": "net_new_availability",
      "classification_label": "net-new regional availability",
      "current": "available",
      "details_label": "Standard_D248ds_v7 - General purpose VM size",
      "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
      "expansion_kind": "regional_expansion",
      "expansion_label": "regional expansion of an existing signal",
      "feature": "vmSkus.standard.d248ds.v7",
      "feature_coverage_delta": 2,
      "feature_current_available_regions": 12,
      "feature_current_coverage_pct": 18.8,
      "feature_deprecated_coverage_pct": 0.0,
      "feature_note": "Standard_D248ds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 248 vCPUs. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
      "feature_previous_available_regions": 10,
      "feature_previous_coverage_pct": 15.6,
      "feature_total_regions": 64,
      "group": "DDSV",
      "history_days": 143,
      "last_available_date": null,
      "last_missing_date": "2026-10-04",
      "missing_days": 143,
      "modality": "VM SKUs",
      "previous": "unavailable",
      "prior_disappearances": 0,
      "region": "westus",
      "region_group": "North America",
      "region_group_current_available_regions": 8,
      "region_group_previous_available_regions": 6,
      "same_day_new_regions": [
        "northcentralus",
        "westus"
      ],
      "service": "compute",
      "still_available_regions": [
        "brazilsouth",
        "centralus",
        "eastus",
        "eastus2",
        "germanywestcentral",
        "indonesiacentral",
        "northcentralus",
        "southcentralus",
        "swedencentral",
        "westus",
        "westus2",
        "westus3"
      ],
      "unavailable_pct": 100.0,
      "unknown_days": 0
    },
    {
      "available_days": 0,
      "change_type": "new_availability",
      "classification": "net_new_availability",
      "classification_label": "net-new regional availability",
      "current": "available",
      "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
      "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
      "expansion_kind": "new_feature",
      "expansion_label": "first observed anywhere in the monitored regions",
      "feature": "extensionTypes.infernosim.infernosimazureenterprise",
      "feature_coverage_delta": 59,
      "feature_current_available_regions": 59,
      "feature_current_coverage_pct": 92.2,
      "feature_deprecated_coverage_pct": 0.0,
      "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
      "feature_previous_available_regions": 0,
      "feature_previous_coverage_pct": 0.0,
      "feature_total_regions": 64,
      "group": "infernosim",
      "history_days": 143,
      "last_available_date": null,
      "last_missing_date": "2026-10-04",
      "missing_days": 143,
      "modality": "AKS extensions",
      "previous": null,
      "prior_disappearances": 0,
      "region": "australiaeast",
      "region_group": "Oceania",
      "region_group_current_available_regions": 5,
      "region_group_previous_available_regions": 0,
      "same_day_new_regions": [
        "australiacentral",
        "australiacentral2",
        "australiaeast",
        "australiasoutheast",
        "austriaeast",
        "belgiumcentral",
        "brazilsouth",
        "brazilsoutheast",
        "canadacentral",
        "canadaeast",
        "centralindia",
        "centralus",
        "chilecentral",
        "denmarkeast",
        "eastasia",
        "eastus",
        "eastus2",
        "francecentral",
        "francesouth",
        "germanynorth",
        "germanywestcentral",
        "indiasouthcentral",
        "indonesiacentral",
        "israelcentral",
        "italynorth",
        "japaneast",
        "japanwest",
        "jioindiacentral",
        "jioindiawest",
        "koreacentral",
        "koreasouth",
        "malaysiawest",
        "mexicocentral",
        "newzealandnorth",
        "northcentralus",
        "northeurope",
        "norwayeast",
        "norwaywest",
        "polandcentral",
        "qatarcentral",
        "southafricanorth",
        "southafricawest",
        "southcentralus",
        "southeastasia",
        "southindia",
        "spaincentral",
        "swedencentral",
        "switzerlandnorth",
        "switzerlandwest",
        "uaecentral",
        "uaenorth",
        "uksouth",
        "ukwest",
        "westcentralus",
        "westeurope",
        "westindia",
        "westus",
        "westus2",
        "westus3"
      ],
      "service": "aks",
      "still_available_regions": [
        "australiacentral",
        "australiacentral2",
        "australiaeast",
        "australiasoutheast",
        "austriaeast",
        "belgiumcentral",
        "brazilsouth",
        "brazilsoutheast",
        "canadacentral",
        "canadaeast",
        "centralindia",
        "centralus",
        "chilecentral",
        "denmarkeast",
        "eastasia",
        "eastus",
        "eastus2",
        "francecentral",
        "francesouth",
        "germanynorth",
        "germanywestcentral",
        "indiasouthcentral",
        "indonesiacentral",
        "israelcentral",
        "italynorth",
        "japaneast",
        "japanwest",
        "jioindiacentral",
        "jioindiawest",
        "koreacentral",
        "koreasouth",
        "malaysiawest",
        "mexicocentral",
        "newzealandnorth",
        "northcentralus",
        "northeurope",
        "norwayeast",
        "norwaywest",
        "polandcentral",
        "qatarcentral",
        "southafricanorth",
        "southafricawest",
        "southcentralus",
        "southeastasia",
        "southindia",
        "spaincentral",
        "swedencentral",
        "switzerlandnorth",
        "switzerlandwest",
        "uaecentral",
        "uaenorth",
        "uksouth",
        "ukwest",
        "westcentralus",
        "westeurope",
        "westindia",
        "westus",
        "westus2",
        "westus3"
      ],
      "unavailable_pct": 100.0,
      "unknown_days": 0
    },
    {
      "available_days": 0,
      "change_type": "new_availability",
      "classification": "net_new_availability",
      "classification_label": "net-new regional availability",
      "current": "available",
      "details_label": "Claude Sonnet 5 5.1 - Anthropic",
      "details_url": "https://platform.claude.com/docs/en/models/overview",
      "expansion_kind": "new_feature",
      "expansion_label": "first observed anywhere in the monitored regions",
      "feature": "aiModels.anthropic.claude-sonnet-5-5.1",
      "feature_coverage_delta": 9,
      "feature_current_available_regions": 9,
      "feature_current_coverage_pct": 14.1,
      "feature_deprecated_coverage_pct": 0.0,
      "feature_note": "A model identifier observed by this modality; exact capabilities are not verified. Catalog presence identifies a provider/model/version candidate, not its tested abilities. Context limits, input/output modalities, licensing, and tool support need exact-model review. No exact model capability or version is verified. The source provides category context only. Regional model-catalog evidence does not establish quota, account approval, deployment type, inference access, content filtering, performance, or data residency.",
      "feature_previous_available_regions": 0,
      "feature_previous_coverage_pct": 0.0,
      "feature_total_regions": 64,
      "group": "aiModels",
      "history_days": 143,
      "last_available_date": null,
      "last_missing_date": "2026-10-04",
      "missing_days": 143,
      "modality": "Azure AI models",
      "previous": null,
      "prior_disappearances": 0,
      "region": "eastus2",
      "region_group": "North America",
      "region_group_current_available_regions": 8,
      "region_group_previous_available_regions": 0,
      "same_day_new_regions": [
        "centralus",
        "eastus",
        "eastus2",
        "northcentralus",
        "southcentralus",
        "swedencentral",
        "westcentralus",
        "westus",
        "westus3"
      ],
      "service": "ai",
      "still_available_regions": [
        "centralus",
        "eastus",
        "eastus2",
        "northcentralus",
        "southcentralus",
        "swedencentral",
        "westcentralus",
        "westus",
        "westus3"
      ],
      "unavailable_pct": 100.0,
      "unknown_days": 0
    },
    {
      "available_days": 0,
      "change_type": "new_availability",
      "classification": "net_new_availability",
      "classification_label": "net-new regional availability",
      "current": "available",
      "details_label": "Standard_D248lds_v7 - General purpose VM size",
      "details_url": "https://learn.microsoft.com/en-us/azure/virtual-machines/vm-naming-conventions",
      "expansion_kind": "regional_expansion",
      "expansion_label": "regional expansion of an existing signal",
      "feature": "vmSkus.standard.d248lds.v7",
      "feature_coverage_delta": 2,
      "feature_current_available_regions": 12,
      "feature_current_coverage_pct": 18.8,
      "feature_deprecated_coverage_pct": 0.0,
      "feature_note": "Standard_D248lds_v7 is a general purpose VM size decoded from Azure's naming convention. The name encodes 248 vCPUs. l = low memory in the documented naming convention. d = local temp disk in the documented naming convention. s = premium SSD capable in the documented naming convention. The name identifies VM family-series version v7. Naming-convention decoding does not verify memory, CPU model, GPU model, disk throughput, network bandwidth, quota, capacity, price, successful deployment, or measured performance.",
      "feature_previous_available_regions": 10,
      "feature_previous_coverage_pct": 15.6,
      "feature_total_regions": 64,
      "group": "DLDSV",
      "history_days": 143,
      "last_available_date": null,
      "last_missing_date": "2026-10-04",
      "missing_days": 143,
      "modality": "VM SKUs",
      "previous": "unavailable",
      "prior_disappearances": 0,
      "region": "northcentralus",
      "region_group": "North America",
      "region_group_current_available_regions": 8,
      "region_group_previous_available_regions": 6,
      "same_day_new_regions": [
        "northcentralus",
        "westus"
      ],
      "service": "compute",
      "still_available_regions": [
        "brazilsouth",
        "centralus",
        "eastus",
        "eastus2",
        "germanywestcentral",
        "indonesiacentral",
        "northcentralus",
        "southcentralus",
        "swedencentral",
        "westus",
        "westus2",
        "westus3"
      ],
      "unavailable_pct": 100.0,
      "unknown_days": 0
    },
    {
      "available_days": 0,
      "change_type": "new_availability",
      "classification": "net_new_availability",
      "classification_label": "net-new regional availability",
      "current": "available",
      "details_label": "infernosim.infernosimazureenterprise - unverified extension identity",
      "details_url": "https://learn.microsoft.com/en-us/search/?terms=extensionTypes.infernosim.infernosimazureenterprise",
      "expansion_kind": "new_feature",
      "expansion_label": "first observed anywhere in the monitored regions",
      "feature": "extensionTypes.infernosim.infernosimazureenterprise",
      "feature_coverage_delta": 59,
      "feature_current_available_regions": 59,
      "feature_current_coverage_pct": 92.2,
      "feature_deprecated_coverage_pct": 0.0,
      "feature_note": "A regional extension catalog identifier without a verified exact product mapping. The probe observes a regional extension-type catalog, not installed cluster software. The exact extension's purpose and cluster requirements have not been verified. Exact extension identity is unverified. Extension-type catalog evidence is not installation, configuration, cluster compatibility, or successful execution evidence.",
      "feature_previous_available_regions": 0,
      "feature_previous_coverage_pct": 0.0,
      "feature_total_regions": 64,
      "group": "infernosim",
      "history_days": 143,
      "last_available_date": null,
      "last_missing_date": "2026-10-04",
      "missing_days": 143,
      "modality": "AKS extensions",
      "previous": null,
      "prior_disappearances": 0,
      "region": "australiasoutheast",
      "region_group": "Oceania",
      "region_group_current_available_regions": 5,
      "region_group_previous_available_regions": 0,
      "same_day_new_regions": [
        "australiacentral",
        "australiacentral2",
        "australiaeast",
        "australiasoutheast",
        "austriaeast",
        "belgiumcentral",
        "brazilsouth",
        "brazilsoutheast",
        "canadacentral",
        "canadaeast",
        "centralindia",
        "centralus",
        "chilecentral",
        "denmarkeast",
        "eastasia",
        "eastus",
        "eastus2",
        "francecentral",
        "francesouth",
        "germanynorth",
        "germanywestcentral",
        "indiasouthcentral",
        "indonesiacentral",
        "israelcentral",
        "italynorth",
        "japaneast",
        "japanwest",
        "jioindiacentral",
        "jioindiawest",
        "koreacentral",
        "koreasouth",
        "malaysiawest",
        "mexicocentral",
        "newzealandnorth",
        "northcentralus",
        "northeurope",
        "norwayeast",
        "norwaywest",
        "polandcentral",
        "qatarcentral",
        "southafricanorth",
        "southafricawest",
        "southcentralus",
        "southeastasia",
        "southindia",
        "spaincentral",
        "swedencentral",
        "switzerlandnorth",
        "switzerlandwest",
        "uaecentral",
        "uaenorth",
        "uksouth",
        "ukwest",
        "westcentralus",
        "westeurope",
        "westindia",
        "westus",
        "westus2",
        "westus3"
      ],
      "service": "aks",
      "still_available_regions": [
        "australiacentral",
        "australiacentral2",
        "australiaeast",
        "australiasoutheast",
        "austriaeast",
        "belgiumcentral",
        "brazilsouth",
        "brazilsoutheast",
        "canadacentral",
        "canadaeast",
        "centralindia",
        "centralus",
        "chilecentral",
        "denmarkeast",
        "eastasia",
        "eastus",
        "eastus2",
        "francecentral",
        "francesouth",
        "germanynorth",
        "germanywestcentral",
        "indiasouthcentral",
        "indonesiacentral",
        "israelcentral",
        "italynorth",
        "japaneast",
        "japanwest",
        "jioindiacentral",
        "jioindiawest",
        "koreacentral",
        "koreasouth",
        "malaysiawest",
        "mexicocentral",
        "newzealandnorth",
        "northcentralus",
        "northeurope",
        "norwayeast",
        "norwaywest",
        "polandcentral",
        "qatarcentral",
        "southafricanorth",
        "southafricawest",
        "southcentralus",
        "southeastasia",
        "southindia",
        "spaincentral",
        "swedencentral",
        "switzerlandnorth",
        "switzerlandwest",
        "uaecentral",
        "uaenorth",
        "uksouth",
        "ukwest",
        "westcentralus",
        "westeurope",
        "westindia",
        "westus",
        "westus2",
        "westus3"
      ],
      "unavailable_pct": 100.0,
      "unknown_days": 0
    }
  ],
  "learn_lookup": {
    "cached": 0,
    "error": null,
    "looked_up": 14,
    "matched": 8,
    "status": "ok"
  },
  "modality_counts": {
    "AKS Kubernetes versions": {
      "available": 232,
      "checks": 252,
      "partial": 0,
      "unavailable": 20,
      "unknown": 0
    },
    "AKS extensions": {
      "available": 41168,
      "checks": 53424,
      "partial": 0,
      "unavailable": 12256,
      "unknown": 0
    },
    "Azure AI models": {
      "available": 3722,
      "checks": 11025,
      "partial": 0,
      "unavailable": 7303,
      "unknown": 0
    },
    "Azure Functions": {
      "available": 1404,
      "checks": 1701,
      "partial": 0,
      "unavailable": 297,
      "unknown": 0
    },
    "Azure model latency": {
      "available": 47,
      "checks": 47,
      "partial": 0,
      "unavailable": 0,
      "unknown": 0
    },
    "Container Apps": {
      "available": 193,
      "checks": 315,
      "partial": 0,
      "unavailable": 122,
      "unknown": 0
    },
    "Model latency": {
      "available": 0,
      "checks": 13,
      "partial": 0,
      "unavailable": 0,
      "unknown": 13
    },
    "VM SKUs": {
      "available": 62744,
      "checks": 101115,
      "partial": 0,
      "unavailable": 38371,
      "unknown": 0
    }
  },
  "narrative": "152 new listings, 0 no longer listed\n10 VM sizes, mostly Dv7-series (6 sizes) and Ev7-series (4 sizes), gained northcentralus, westus, westus2.\nAKS cluster extension type for managed cluster capabilities (infernosim.infernosimazureenterprise) now listed in 59 more regions (australiacentral, australiacentral2, australiaeast, australiasoutheast, and 55 more) (0 -> 59 monitored regions); first observed anywhere in the monitored regions.\nAKS cluster extension type for managed cluster capabilities (infernosim.infernosimazurepro) now listed in 59 more regions (australiacentral, australiacentral2, australiaeast, australiasoutheast, and 55 more) (0 -> 59 monitored regions); first observed anywhere in the monitored regions.\nAzure AI model/version catalog entry for model selection (anthropic.claude-sonnet-5-5.1) now listed in 9 more regions (centralus, eastus, eastus2, northcentralus, and 5 more) (0 -> 9 monitored regions); first observed anywhere in the monitored regions.\nAzure AI model/version catalog entry for model selection (anthropic.claude-sonnet-5-5.2) now listed in 9 more regions (centralus, eastus, eastus2, northcentralus, and 5 more) (0 -> 9 monitored regions); first observed anywhere in the monitored regions.\nWhat this means for Azure users: treat new listings as placement options to validate; catalog evidence is not quota or capacity proof.",
  "narrative_fallback_reason": "unsupported_generation:narrative_unsupported_claim",
  "narrative_generation_error": null,
  "narrative_grounding_status": "scan_facts_only",
  "narrative_mcp_error": null,
  "narrative_mcp_status": "available",
  "narrative_microsoft_learn_urls": [],
  "narrative_model_deployment": "summary-gpt-5-6-terra",
  "narrative_source": "rule",
  "parked_unknown_changes": 0,
  "previous_date": "2026-10-04",
  "previous_snapshot_path": "snapshots/2026-10-04.json.gz",
  "snapshot_path": "snapshots/2026-10-05.json.gz",
  "snapshot_timestamp": "2026-10-05T19:47:21.529729+00:00",
  "social_drafts": {
    "linkedin": "2026-10-05: 152 new availability signals, 0 regressions, and 0 parked unknown transitions. 10 VM sizes, mostly Dv7-series (6 sizes) and Ev7-series (4 sizes), gained northcentralus, westus, westus2. Evidence note: these are read-only Azure catalog/list signals; unavailable does not mean quota, capacity, deployment failure, or SLA impact.",
    "short_post": "2026-10-05: 152 new availability signals, 0 regressions, and 0 parked unknown transitions. Evidence note: these are read-only Azure catalog/list signals; unavailable does not mean quota, capacity, deployment failure, or SLA impact."
  },
  "status_counts": {
    "available": 109510,
    "partial": 0,
    "unavailable": 58369,
    "unknown": 13
  },
  "summary_counts": {
    "checks": 167892,
    "features": 2681,
    "regions": 64
  },
  "total_changes": 268
}
