Microsoft Purview Data Map

The Data Map is the foundational layer of Microsoft Purview data governance: it discovers, scans, and maps metadata and classifications from data sources across Azure, multicloud, SaaS, and on-premises - powering the Unified Catalog, lineage, and downstream protection decisions.

When to use

Building an enterprise-wide inventory of data assets and their classifications as the basis for governance, security, and data product publishing.

Do not use this skill for in-tenant Microsoft 365 classification (use purview-data-classification) or for AI prompt visibility (use purview-dspm-ai).

Pick the right integration runtime

Rule of thumb: managed runtime first; deploy SHIR only when network or private-endpoint reach requires it - and treat the SHIR host as Tier-0 infrastructure.

Approach

1. Plan collections - Design the collection hierarchy (by business domain or geography)

before registering sources; collections drive RBAC and asset organisation. Verify: a draft collection tree exists and maps to data-owner accountability.

1. Register sources - Connect data sources (Azure Storage, SQL, Synapse, Fabric, AWS S3,

databases, Power BI, etc.) into the right collection with appropriate credentials. Verify: each registered source shows correct subscription/account and target collection.

1. Choose an integration runtime - Use the managed runtime for cloud sources; deploy a

self-hosted integration runtime to reach on-premises or private-network sources securely. Verify: SHIR status is Running and self-update is enabled.

1. Configure scans and rule sets - Schedule scans with scan rule sets; apply

classifications (built-in SITs and custom) and lineage extraction where supported. Start incremental, not full. Verify: scan history shows successful runs with classified assets counted.

1. Curate - Review discovered assets, apply glossary terms, and assign data owners/stewards;

tune custom classifications based on real matches. Verify: top assets have owners and at least one glossary term.

1. Govern access - Use collections to organise assets and scope permissions by domain;

prefer collection-level role assignment over root. Verify: collection-admin roles assigned to domain owners, not platform team only.

1. Operate - Monitor scan failures, classification drift, and cost; right-size scan frequency

per source criticality. Verify: a weekly scan-health report exists.

Guardrails

• Scope and schedule scans to manage cost and source load; avoid scanning everything at full

depth on day one - sampling first, full second.

• Secure the self-hosted integration runtime host as sensitive infrastructure - it holds

credentials and reaches into production data sources; patch, restrict logon, monitor.

• Validate classification accuracy before relying on it for downstream protection - sample matches

per SIT and tune confidence levels.

• Use Key Vault for credentials; never embed secrets in scan configuration.
• Plan capacity - Data Map is metered by capacity units; oversized scans inflate cost without

governance value.

Common anti-patterns

• Registering every source into the root collection and assigning everyone Data Reader.
• Scheduling weekly full scans on petabyte data lakes - blows out capacity and budget.
• Running SHIR on a workstation or shared jump host.
• Skipping the glossary and ownership step - assets get classified but nobody acts on them.
• Treating Data Map as a one-off load instead of a continuously curated catalogue.

Example prompts

• Register and scan data sources in the Purview Data Map.
• Configure an integration runtime for multicloud data scanning.
• How do I map enterprise data and run classification scans?
• Plan data discovery across cloud and on-prem sources.
• Design a Purview collection hierarchy aligned to business domains.

Microsoft Learn

• Data Map overview: https://learn.microsoft.com/purview/concept-elastic-data-map
• Register & scan sources: https://learn.microsoft.com/purview/scan-data-sources
• Manage integration runtimes: https://learn.microsoft.com/purview/manage-integration-runtimes
• Classifications: https://learn.microsoft.com/purview/concept-classification
• Collections & access control: https://learn.microsoft.com/purview/how-to-create-and-manage-collections
• Pricing & capacity: https://learn.microsoft.com/purview/concept-elastic-data-map