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Databricks Feature Store

Native feature store within Databricks platform, providing feature management, discovery, and serving integrated with Unity Catalog.

Key Features

  • Feature tables: Delta tables with ML metadata
  • Discovery: Search and browse features
  • Lineage: Track feature dependencies
  • Documentation: Rich feature descriptions
  • Governance: Fine-grained access control
  • Lineage: End-to-end data lineage
  • Discovery: Unified search across assets
  • Sharing: Cross-workspace feature sharing
  • Point-in-time lookups: Correct historical features
  • Auto-logging: MLflow experiment tracking
  • Feature lookup: Automatic joins at inference
  • Versioning: Feature table versions
  • Batch inference: Score using Spark
  • Online serving: Model Serving with features
  • Streaming: Real-time feature updates
  • APIs: REST endpoints for features