A data governance team needs to catalog all datasets used for training AI models in Azure Machine Learning to track data lineage, ownership, and sensitivity classification. Which Microsoft service provides data catalog capabilities that integrate with Azure Machine Learning for lineage tracking?
Select an answer to reveal the explanation.
Short Explanation
Here's the deal — Microsoft Purview Data Map and Data Catalog is the right answer because it gives you automated data discovery, sensitivity classification, and lineage tracking. It integrates with Azure Machine Learning so you can see which datasets trained which models and how data flows from source to training to output.
Full Explanation
Microsoft Purview Data Map and Data Catalog is correct because it provides enterprise data governance capabilities including automated data discovery, sensitivity classification, and lineage tracking. Purview integrates natively with Azure Machine Learning to track data lineage—showing which datasets were used to train which models, and how data flows from source to training to model output. This enables the governance team to understand data provenance and sensitivity. The Azure Monitor with Diagnostic Settings for Azure Machine Learning option is wrong because Azure Monitor Diagnostic Settings collect operational metrics and logs for monitoring purposes, not for cataloging datasets or tracking data lineage across AI pipelines. The Microsoft Purview Compliance Manager option is wrong because Compliance Manager tracks adherence to regulatory frameworks through control assessments, not data catalog and lineage functions. The Azure Machine Learning Data Assets registry option is wrong because it tracks datasets within Azure Machine Learning workspaces but does not provide enterprise-wide data catalog, lineage visualization, or automatic sensitivity classification.