Databricks Feature Store is a centralized repository of features. It enables feature sharing and discovery across your organization and also ensures that the same feature computation code is used for model training and inference.
Core Features
Access control
CI/CD Support
Custom Metadata
DSL
Ingestion from Batch Sources
Ingestion from Streaming Sources
Offline Feature Store
Online Feature Store
PySpark
Spark
Spark Streaming
Time Travel
Web UI
Feature data validation
Training dataset
Governance
Access control
CI/CD Support
Custom Metadata
DSL
Ingestion from Batch Sources
Ingestion from Streaming Sources
Offline Feature Store
Online Feature Store
PySpark
Spark
Spark Streaming
Time Travel
Web UI
Feature data validation
Training dataset
Monitoring
Access control
CI/CD Support
Custom Metadata
DSL
Ingestion from Batch Sources
Ingestion from Streaming Sources
Offline Feature Store
Online Feature Store
PySpark
Spark
Spark Streaming
Time Travel
Web UI
Feature data validation
Training dataset
User Experience
Access control
CI/CD Support
Custom Metadata
DSL
Ingestion from Batch Sources
Ingestion from Streaming Sources
Offline Feature Store
Online Feature Store
PySpark
Spark
Spark Streaming
Time Travel
Web UI
Feature data validation
Training dataset
Feature Computation
Access control
CI/CD Support
Custom Metadata
DSL
Ingestion from Batch Sources
Ingestion from Streaming Sources
Offline Feature Store
Online Feature Store
PySpark
Spark
Spark Streaming
Time Travel
Web UI
Feature data validation
Training dataset
Data Ingestion
Access control
CI/CD Support
Custom Metadata
DSL
Ingestion from Batch Sources
Ingestion from Streaming Sources
Offline Feature Store
Online Feature Store
PySpark
Spark
Spark Streaming
Time Travel
Web UI
Feature data validation
Training dataset
Feature Storage
Access control
CI/CD Support
Custom Metadata
DSL
Ingestion from Batch Sources
Ingestion from Streaming Sources
Offline Feature Store
Online Feature Store
PySpark
Spark
Spark Streaming
Time Travel
Web UI
Feature data validation
Training dataset
Other details
Core Build
Delta tables, Amazon Aurora, Amazon RDS MySQL
Core APIs
PySpark, Spark
Environement
Data Sources
Platform integrations
Architecture
The Databricks Feature Store is integrated within the Databricks platform. As of now, it is not in General Availability.
