adf-ml-analytics
Azure Data Factory Machine Learning & Analytics Patterns
Overview
Azure Data Factory orchestrates ML workflows by integrating with Azure Machine Learning, Azure AI Services, Databricks ML, and Azure SQL Database. This skill covers patterns for extracting data from ephemeral sources (like Azure SQL Database), archiving to Azure Storage for long-term analysis, and leveraging ML services for scoring and insights.
Deprecation Notices & Platform Changes (Current March 2026)
Azure AI Foundry -> Microsoft Foundry (November 2025)
- At Ignite November 2025, Microsoft renamed Azure AI Foundry to Microsoft Foundry.
- Microsoft Foundry is the unified AI platform: agents, workflows, models, and tools under one resource provider.
- ADF is positioned as the data orchestration layer within Microsoft Foundry -- handling ingestion, transformation, feature preparation, and downstream consumption by models and agents.
- New AI features are primarily landing in Fabric Data Factory (Copilot, natural language pipeline generation). ADF classic remains fully supported but receives fewer new features.
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