{
  "change_context_counts": {
    "deprecation_candidate": 645,
    "net_new_availability": 377,
    "recurring_regression": 16
  },
  "change_path": "changes/2026-09-03.json",
  "change_type_counts": {
    "new_availability": 377,
    "regression": 661,
    "status_change": 4526
  },
  "date": "2026-09-03",
  "editorial_excerpt": "Latest scan: 377 new availability signals and 661 regressions across 15 regions.",
  "highlights": [
    {
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      "change_type": "regression",
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      "classification_label": "recurring disappearance",
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      "details_label": "Azure VM sizes",
      "details_url": "https://learn.microsoft.com/azure/virtual-machines/sizes/overview",
      "expansion_kind": null,
      "expansion_label": "",
      "feature": "vmSkus.standard.nc12s.v3",
      "feature_coverage_delta": -6,
      "feature_current_available_regions": 5,
      "feature_current_coverage_pct": 7.8,
      "feature_deprecated_coverage_pct": 54.5,
      "feature_note": "VM size availability affects right-sizing, performance, cost, and capacity fallback choices.",
      "feature_previous_available_regions": 11,
      "feature_previous_coverage_pct": 17.2,
      "feature_total_regions": 64,
      "group": "NCSV",
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      "prior_disappearances": 1,
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      "region_group_previous_available_regions": 1,
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      "still_available_regions": [
        "canadacentral",
        "eastus",
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      "unavailable_pct": 32.1,
      "unknown_days": 0
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      "expansion_kind": null,
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      "still_available_regions": [
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      "feature": "vmSkus.standard.nc24s.v3",
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      "last_available_date": "2026-09-02",
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      "feature_note": "VM size availability affects right-sizing, performance, cost, and capacity fallback choices.",
      "feature_previous_available_regions": 1,
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      "last_available_date": "2026-09-02",
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      "modality": "VM SKUs",
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      "still_available_regions": [],
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    {
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      "details_url": "https://learn.microsoft.com/azure/virtual-machines/sizes/overview",
      "expansion_kind": null,
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      "feature_current_available_regions": 0,
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      "feature_deprecated_coverage_pct": 100.0,
      "feature_note": "VM size availability affects right-sizing, performance, cost, and capacity fallback choices.",
      "feature_previous_available_regions": 1,
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      "last_available_date": "2026-09-02",
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      "region": "indonesiacentral",
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    {
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      "details_label": "Azure VM sizes",
      "details_url": "https://learn.microsoft.com/azure/virtual-machines/sizes/overview",
      "expansion_kind": null,
      "expansion_label": "",
      "feature": "vmSkus.basic.a2",
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      "feature_deprecated_coverage_pct": 100.0,
      "feature_note": "VM size availability affects right-sizing, performance, cost, and capacity fallback choices.",
      "feature_previous_available_regions": 1,
      "feature_previous_coverage_pct": 1.6,
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      "last_available_date": "2026-09-02",
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      "details_url": "https://learn.microsoft.com/azure/virtual-machines/sizes/overview",
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      "expansion_label": "",
      "feature": "vmSkus.basic.a3",
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      "feature_note": "VM size availability affects right-sizing, performance, cost, and capacity fallback choices.",
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      "current": null,
      "details_label": "Azure VM sizes",
      "details_url": "https://learn.microsoft.com/azure/virtual-machines/sizes/overview",
      "expansion_kind": null,
      "expansion_label": "",
      "feature": "vmSkus.standard.a0",
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      "feature_current_available_regions": 0,
      "feature_current_coverage_pct": 0.0,
      "feature_deprecated_coverage_pct": 100.0,
      "feature_note": "VM size availability affects right-sizing, performance, cost, and capacity fallback choices.",
      "feature_previous_available_regions": 1,
      "feature_previous_coverage_pct": 1.6,
      "feature_total_regions": 64,
      "group": "A",
      "history_days": 112,
      "last_available_date": "2026-09-02",
      "last_missing_date": "2026-08-10",
      "missing_days": 90,
      "modality": "VM SKUs",
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      "prior_disappearances": 0,
      "region": "indonesiacentral",
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      "region_group_previous_available_regions": 1,
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      "service": "compute",
      "still_available_regions": [],
      "unavailable_pct": 80.4,
      "unknown_days": 0
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  ],
  "modality_counts": {
    "AKS Kubernetes versions": {
      "available": 232,
      "checks": 252,
      "partial": 0,
      "unavailable": 20,
      "unknown": 0
    },
    "AKS extensions": {
      "available": 39506,
      "checks": 51471,
      "partial": 0,
      "unavailable": 11965,
      "unknown": 0
    },
    "Azure AI models": {
      "available": 3944,
      "checks": 10899,
      "partial": 0,
      "unavailable": 6955,
      "unknown": 0
    },
    "VM SKUs": {
      "available": 59876,
      "checks": 95193,
      "partial": 0,
      "unavailable": 35317,
      "unknown": 0
    },
    "aiLatency": {
      "available": 47,
      "checks": 47,
      "partial": 0,
      "unavailable": 0,
      "unknown": 0
    },
    "containerApps": {
      "available": 181,
      "checks": 315,
      "partial": 0,
      "unavailable": 134,
      "unknown": 0
    },
    "hostingPlans": {
      "available": 52,
      "checks": 63,
      "partial": 0,
      "unavailable": 11,
      "unknown": 0
    },
    "modelLatency": {
      "available": 0,
      "checks": 13,
      "partial": 0,
      "unavailable": 13,
      "unknown": 0
    },
    "runtimes": {
      "available": 1352,
      "checks": 1638,
      "partial": 0,
      "unavailable": 286,
      "unknown": 0
    }
  },
  "narrative": "Latest scan: 377 new availability signals and 661 regressions across 15 regions. Azure AI models: models/versions delisted (likely deprecation) (11 signals; 11 deprecation candidates). SRE impact: review model deployment targets and fallback model/version choices. Coverage now ranges from 31 to 33 of 64 monitored regions. Examples: qatarcentral \u00b7 Azure AI model/version catalog entry for model selection (openai.gpt-4-1-mini.2025-04-14); qatarcentral \u00b7 Azure AI model/version catalog entry for model selection (openai.gpt-4-1-nano.2025-04-14); qatarcentral \u00b7 Azure AI model/version catalog entry for model selection (openai.gpt-4-1.2025-04-14); qatarcentral \u00b7 Azure AI model/version catalog entry for model selection (openai.gpt-4o-mini.2024-07-18); and 7 more. VM SKUs: VM sizes withdrawn (650 signals; 634 deprecation candidates, 16 recurring disappearances, up to 1 prior disappearance). SRE impact: capacity planning and SKU fallback lists should be rechecked. Coverage now ranges from 0 to 47 of 64 monitored regions. The noisiest affected signal was unavailable 90.2% of prior observations. Examples: australiaeast \u00b7 Azure virtual-machine size for right-sizing compute (nc12s.v3); australiaeast \u00b7 Azure virtual-machine size for right-sizing compute (nc24rs.v3); australiaeast \u00b7 Azure virtual-machine size for right-sizing compute (nc24s.v3); australiaeast \u00b7 Azure virtual-machine size for right-sizing compute (nc6s.v3); and 646 more. AKS extensions: extension types now listed (1 signal; 1 net-new regional availability). SRE impact: new managed cluster capabilities such as GitOps, policy, or observability. Coverage now ranges from 59 to 59 of 64 monitored regions. The noisiest affected signal was unavailable 58.0% of prior observations. Expansion pattern: regional expansion of an existing signal. Examples: uaecentral \u00b7 AKS cluster extension type for managed cluster capabilities (microsoft.kubernetesworkloadidfederation). VM SKUs: VM sizes now offered (376 signals; 376 net-new regional availabilities). SRE impact: more compute shapes for right-sizing, performance, and cost tuning. Coverage now ranges from 36 to 39 of 64 monitored regions. The noisiest affected signal was unavailable 100.0% of prior observations. Expansion pattern: regional expansion of an existing signal. Examples: brazilsoutheast \u00b7 Azure virtual-machine size for right-sizing compute (d128nds.v6); brazilsoutheast \u00b7 Azure virtual-machine size for right-sizing compute (d128nlds.v6); brazilsoutheast \u00b7 Azure virtual-machine size for right-sizing compute (d128nls.v6); brazilsoutheast \u00b7 Azure virtual-machine size for right-sizing compute (d128ns.v6); and 372 more. What this means for Azure users: review placement and fallback plans using these catalog/list signals before changing production deployments.",
  "narrative_fallback_reason": "generation_failed",
  "narrative_generation_error": "RuntimeError: Azure OpenAI social draft request failed: HTTP 429: {   \"error\": {     \"message\": \"Your requests to gpt-5.4-mini for gpt-5.4-mini in eastus have exceeded rate limit.\",     \"type\": \"too_many_requests\",     \"param\": null,     \"code\": \"rate_limit_exceeded\"   } }",
  "narrative_grounding_status": "scan_facts_only",
  "narrative_mcp_error": null,
  "narrative_mcp_status": "available",
  "narrative_microsoft_learn_urls": [],
  "narrative_model_deployment": "gpt-5.4-mini",
  "narrative_source": "rule",
  "parked_unknown_changes": 0,
  "previous_date": "2026-09-02",
  "previous_snapshot_path": "snapshots/2026-09-02.json.gz",
  "snapshot_path": "snapshots/2026-09-03.json.gz",
  "snapshot_timestamp": "2026-09-03T08:20:53.090966+00:00",
  "social_drafts": {
    "linkedin": "2026-09-03 recorded 377 new availability signals, 661 regressions, and 0 parked unknown transitions. Latest scan: 377 new availability signals and 661 regressions across 15 regions. Azure AI models: models/versions delisted (likely deprecation) (11 signals; 11 deprecation candidates). SRE impact: review model deployment targets and fallback model/version choices. Coverage now ranges from 31 to 33 of 64 monitored regions. Examples: qatarcentral \u00b7 Azure AI model/version catalog entry for model selection (openai.gpt-4-1-mini.2025-04-14); qatarcentral \u00b7 Azure AI model/version catalog entry for model selection (openai.gpt-4-1-nano.2025-04-14); qatarcentral \u00b7 Azure AI model/version catalog entry for model selection (openai.gpt-4-1.2025-04-14); qatarcentral \u00b7 Azure AI model/version catalog entry for model selection (openai.gpt-4o-mini.2024-07-18); and 7 more. VM SKUs: VM sizes withdrawn (650 signals; 634 deprecation candidates, 16 recurring disappearances, up to 1 prior disappearance). SRE impact: capacity planning and SKU fallback lists should be rechecked. Coverage now ranges from 0 to 47 of 64 monitored regions. The noisiest affected signal was unavailable 90.2% of prior observations. Examples: australiaeast \u00b7 Azure virtual-machine size for right-sizing compute (nc12s.v3); australiaeast \u00b7 Azure virtual-machine size for right-sizing compute (nc24rs.v3); australiaeast \u00b7 Azure virtual-machine size for right-sizing compute (nc24s.v3); australiaeast \u00b7 Azure virtual-machine size for right-sizing compute (nc6s.v3); and 646 more. AKS extensions: extension types now listed (1 signal; 1 net-new regional availability). SRE impact: new managed cluster capabilities such as GitOps, policy, or observability. Coverage now ranges from 59 to 59 of 64 monitored regions. The noisiest affected signal was unavailable 58.0% of prior observations. Expansion pattern: regional expansion of an existing signal. Examples: uaecentral \u00b7 AKS cluster extension type for managed cluster capabilities (microsoft.kubernetesworkloadidfederation). VM SKUs: VM sizes now offered (376 signals; 376 net-new regional availabilities). SRE impact: more compute shapes for right-sizing, performance, and cost tuning. Coverage now ranges from 36 to 39 of 64 monitored regions. The noisiest affected signal was unavailable 100.0% of prior observations. Expansion pattern: regional expansion of an existing signal. Examples: brazilsoutheast \u00b7 Azure virtual-machine size for right-sizing compute (d128nds.v6); brazilsoutheast \u00b7 Azure virtual-machine size for right-sizing compute (d128nlds.v6); brazilsoutheast \u00b7 Azure virtual-machine size for right-sizing compute (d128nls.v6); brazilsoutheast \u00b7 Azure virtual-machine size for right-sizing compute (d128ns.v6); and 372 more. What this means for Azure users: review placement and fallback plans using these catalog/list signals before changing production deployments.\n\nEvidence note: these are read-only Azure catalog/list signals; unavailable does not mean quota, capacity, deployment failure, or SLA impact.",
    "short_post": "2026-09-03: 377 new availability signals, 661 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": 105190,
    "partial": 0,
    "unavailable": 54701,
    "unknown": 0
  },
  "summary_counts": {
    "checks": 159891,
    "features": 2554,
    "regions": 64
  },
  "total_changes": 5564
}
