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Machine Learning Data Catalogs (MLDCs) Software

A curated directory of 11 MLDC software platforms — covering AI-driven data discovery, metadata management, data governance, and lineage tracking for enterprise ML and analytics.

  1. Alation An AI-driven enterprise data catalog platform for data search & discovery, data governance, data stewardship, analytics, and digital transformation.
  2. Collibra Data Intelligence Cloud Helps enterprises discover, govern, and trust the data that matters — with automated lineage, policy management, and a business glossary for governed self-service analytics.
  3. Alex Solutions Changes enterprise data management with a world-leading Metadata Management Solution that powers the world's largest data catalogs — with AI-driven discovery and lineage.
  4. IBM Watson Knowledge Catalog Catalogs, governs, and delivers business-ready data to data citizens — with automated metadata enrichment, policy enforcement, and AI-powered recommendations.
  5. data.world Built on an enterprise knowledge graph and data virtualization platform — delivering powerful search and discovery, self-service analytics, and collaborative data workspaces.
  6. Informatica Enterprise Data Catalog Enterprise-wide data discovery with fast, smart, and complete visibility of all your data — scanning thousands of sources and automatically classifying assets with AI.
  7. Io-Tahoe Learns as it works — an AI-native data catalog that automates data discovery, classification, and cataloging to help enterprises think data and think automation.
  8. Lumada Data Catalog (Hitachi Vantara) Accelerates data discovery and metadata tagging to secure sensitive data, infer hidden relationships, and enable faster data self-service and business insights across the enterprise.
  9. Precisely Data Integrity Suite Empowers businesses to make fast, confident decisions based on data trusted to have maximum accuracy, consistency, and context — with integrated catalog and lineage capabilities.
  10. erwin Data Catalog Automates metadata harvesting, data cataloging, code generation, and data lineage — giving enterprises a single source of truth for their data assets and relationships.
  11. Google Cloud Data Catalog A fully managed and highly scalable data discovery and metadata management service — enabling unified discovery of all data assets across Google Cloud with policy tags and lineage.