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Azure Machine Learning’s built-in data labeling capability will be retired on September 30, 2026. Customers can continue to use the service until that date but should plan to transition to third‑party data labeling providers before the retirement.
The MSSQL extension for Visual Studio Code is available in public preview with built-in connectivity to Microsoft Fabric SQL databases. A new Fabric option in the Connection Dialog lets developers sign in with Microsoft Entra ID and access Fabric resources directly from VS Code, bringing Fabric SQL into the development workflow.
Azure will retire Azure Network Policy Manager (NPM) on Linux nodes in AKS on September 30, 2028. Customers must migrate AKS clusters using NPM to Cilium Network Policy before that date to avoid disruptions.
In late September 2025 Azure SQL announced a Public Preview feature that adds immutability to long-term retention (LTR) backups to protect backups from ransomware and tampering.