Tools for Data

    Data Governance Tool Feature Matrix (2026)

    The full feature matrix: 20 data governance tools checked against 90 features. Hover a cell to see the justification and source. Click a parent feature row to collapse its sub-features.

    Prefer a quick scan? See the data governance tools comparison. · See also: Data Governance Tools List

    Supported Not supported Unknown / not researched
    FeatureCollibraInformatica IDMC by SalesforceAtlanAlationMicrosoft PurviewDataHub CloudSecoda by AtlassianOvalEdgeDataGalaxyData.World by ServiceNowCoalesce CatalogDatabricks Unity CatalogSnowflake HorizonDataHub CoreOpenMetadataCollateAtaccama ONEIBM Knowledge CatalogGoogle Cloud Knowledge CatalogAWS Glue Data Catalog
    Score
    		59/7551/7550/7551/7547/7550/7540/7548/7533/7543/7536/7542/7545/7534/7537/7555/7544/7534/7539/7523/75
    Data Catalog
    		9/98/98/97/97/99/99/98/97/99/98/99/97/97/97/99/94/95/95/96/9
    Automated Metadata Harvesting
    Search & Discovery
    AI-Powered Search
    Usage & Popularity Statistics
    Custom Fields & Templates
    Asset Certification
    Catalog Usage Analytics
    Business Glossary
    Metadata Propagation
    Data Lineage
    		5/54/55/55/54/55/54/54/54/55/55/54/55/55/55/55/55/55/55/50/5
    Table-Level Lineage
    Column-Level Lineage
    End-to-End Lineage
    Impact Analysis
    OpenLineage Support
    Data Stewardship
    		3/54/53/53/54/53/52/54/53/53/53/51/52/52/51/53/53/52/51/50/5
    Critical Data Elements
    Review & Approval Workflows
    Governance Campaigns
    Governance Scorecards
    Metadata Automation
    Data Classification
    		4/44/44/44/44/40/41/44/41/42/41/43/43/40/41/44/42/43/43/41/4
    Sensitive Data Discovery
    Data Policy
    Native Policy Enforcement
    Data Masking
    AI Features
    		3/33/33/33/31/33/33/33/32/32/32/33/33/30/30/33/32/32/33/30/3
    AI Chat Assistant
    AI Documentation Generation
    Agentic Metadata Enrichment
    Data Compliance
    		4/71/71/71/76/71/71/73/71/71/71/71/74/71/71/71/71/71/71/71/7
    Audit Trail
    Compliance Reporting
    Regulatory Framework Mapping
    Data Activity Monitoring
    ROPA
    Data Retention Policies
    Data Subject Rights
    Collaboration
    		3/32/33/33/31/31/33/32/32/33/32/31/31/31/32/32/32/30/30/30/3
    Alert Notifications
    Discussions & Annotations
    Ticketing Integrations
    Data Marketplace
    		2/42/43/42/44/44/41/44/42/43/43/42/42/42/43/44/42/43/43/40/4
    Self-Service Access Requests
    Data Products
    Data Mesh Support
    Subscription Management
    Data Quality
    		5/54/53/55/53/55/53/54/50/51/50/53/53/53/53/54/54/54/53/54/5
    SQL Table Tests
    Data Health Scores
    Anomaly Detection
    Data Profiling
    Data Contracts
    AI Governance
    		4/53/52/54/53/53/51/51/50/50/50/53/53/52/53/54/51/50/52/50/5
    AI Asset Inventory
    AI Lineage
    AI Regulatory Compliance
    AI Model Health Score
    AI Agent Access Governance
    Master Data Management
    		1/77/70/70/70/70/70/71/70/70/70/70/70/70/70/70/77/71/70/70/7
    Entity Resolution
    Golden Record Management
    Multi-Domain MDM
    MDM Stewardship Workflows
    Reference Data Management
    Hierarchy Management
    Data Syndication
    Workflows
    		5/62/66/65/62/65/64/63/64/66/64/63/64/64/66/66/63/63/65/64/6
    REST / GraphQL API
    MCP Server
    dbt Integration
    Python SDK
    Browser Extension
    Webhooks
    Data Context Layer
    		2/20/22/21/20/22/20/21/21/21/20/21/21/22/21/21/20/21/21/20/2
    Knowledge Graph
    Semantic Models
    Security
    		5/55/55/55/55/55/55/53/53/54/54/55/55/53/52/55/54/52/55/55/5
    SSO
    RBAC
    Audit Log
    Compliance Certifications
    SCIM Provisioning
    Deployment
    		4/42/42/43/43/43/43/43/43/43/43/42/42/41/41/43/44/42/42/42/4
    SaaS Deployment
    Self-Hosted Deployment
    Hybrid Deployment
    Data Residency
    Open Source

    Last updated November 2026. Data sourced from official documentation and pricing pages. Hover any cell for justification and source.