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Vertex AI Feature Store
Google Cloud's managed feature store service for ML features, providing storage, serving, and monitoring within the Vertex AI platform.
Key Features
- ✓ Serverless: No infrastructure to manage
- ✓ Auto-scaling: Handles varying loads
- ✓ High availability: Multi-zone deployment
- ✓ Low latency: <10ms online serving
- ✓ Offline store: BigQuery for batch
- ✓ Online store: Optimized for real-time
- ✓ Feature sync: Automatic online refresh
- ✓ Point-in-time: Historical feature retrieval
- ✓ Native connector: Direct BigQuery access
- ✓ SQL interface: Familiar query language
- ✓ Streaming ingestion: Real-time updates
- ✓ Batch import: Large-scale loads
- ✓ Feature drift: Distribution monitoring
- ✓ Staleness alerts: Freshness tracking
- ✓ Usage metrics: Query patterns
- ✓ Data quality: Validation checks