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 and Infographic
Here's the deal — a is correct because Microsoft Purview Data Map and Data Catalog provide 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.
Full explanation below image
Full Explanation
A is correct because Microsoft Purview Data Map and Data Catalog provide 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. B 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. C is wrong because Compliance Manager tracks adherence to regulatory frameworks through control assessments, not data catalog and lineage functions. D is wrong because Azure Machine Learning Data Assets registry tracks datasets within AML workspaces but does not provide enterprise-wide data catalog, lineage visualization, or automatic sensitivity classification.