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
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