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    "url": "https://creativecommons.org/licenses/by/4.0/",
    "note": "The data of EOL Watch, with the item texts written for it, is licensed under Creative Commons Attribution 4.0 International (CC BY 4.0). You may copy, change and redistribute it, also commercially, if you credit EOL Watch with a link to https://eolwatch.dev, name the license with a link to https://creativecommons.org/licenses/by/4.0/ and say if you changed it. The names and the wording of the vendors belong to them. Version dates taken from or cross-checked with endoflife.date remain subject to the license of that project."
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    {
      "slug": "azure-machine-learning-data-labeling-retirement",
      "title": "Azure Machine Learning: data labeling retirement",
      "summary": "Retirement date for data labeling in Azure Machine Learning: 30 Sep 2026. On that date, workloads running data labeling are deleted and the associated application data is lost.",
      "cloud": "azure",
      "service": "Azure Machine Learning",
      "service_slug": "machine-learning",
      "category": "feature",
      "type": "retirement",
      "announced_date": "2025-10-01",
      "effective_date": "2026-09-30",
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      "impact": "Data labeling in Azure Machine Learning is retired on 30 Sep 2026. On the retirement date, workloads running data labeling are deleted and the associated application data is lost.",
      "migration_path": "1. Migrate existing data labeling workloads to third-party data labeling providers before the retirement date.\n2. Once labeled data is generated, copy it into an Azure Machine Learning storage account for further pre-processing or model training as required.",
      "replacement": "Third-party data labeling providers",
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      "created_at": "2026-11-13T13:36:44.208Z",
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      "summary": "Import data from external sources (Preview) and external Data Connections (Preview) in Azure Machine Learning are not available after 30 Sep 2026. Existing connections are not available, and imported assets stay available but scheduled refreshes stop working.",
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      "service": "Azure Machine Learning",
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      "effective_precision": "day",
      "impact": "After 30 Sep 2026, Import data from external sources (Preview), S3, Snowflake, Azure SQL Db and external Data Connections (Preview) in Azure Machine Learning are no longer available. Existing external data connections are not available. New data imports and new external data connections cannot be created. Pre-existing imported assets continue to be available, but any scheduled refresh no longer works.",
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      "short_url": "https://eolwatch.dev/i/12",
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      "title": "Azure Machine Learning and Microsoft Foundry: Prompt Flow retirement",
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      "cloud": "azure",
      "service": "Azure Machine Learning",
      "service_slug": "machine-learning",
      "category": "feature",
      "type": "retirement",
      "announced_date": "2026-04-27",
      "effective_date": "2027-04-20",
      "effective_precision": "day",
      "impact": "Prompt Flow is fully retired from Azure ML, Microsoft Foundry, and VS Code on the retirement date. Microsoft recommends rebuilding key workloads and moving deployments to supported alternatives ahead of retirement. The announcement does not describe what happens to existing flows and deployments after that date. Microsoft Agent Framework reached general availability on April 3, 2026.",
      "migration_path": "1. Use Microsoft Agent Framework for most orchestration scenarios. Review the Microsoft Foundry options if you also depend on evaluation or tracing.\n2. Follow a phased approach: rebuild key workloads, validate them thoroughly, and move deployments to supported alternatives ahead of retirement.\n3. Use the [Migration guide](https://aka.ms/PFtoMAFMigration) and the [Migration code samples](https://aka.ms/PFMigrationCodeSamples).",
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          "slug": "azure-machine-learning-prompt-flow-retirement",
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          "title": "Azure Machine Learning: external data import and data connections retirement",
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