The list below contains the functionality that contributors are planning to develop for Feast

• Items below that are in development (or planned for development) will be indicated in parentheses.

• We welcome contribution to all items in the roadmap!

• Want to influence our roadmap and prioritization? Submit your feedback to this form.

• Want to speak to a Feast contributor? We are more than happy to jump on a call. Please schedule a time using Calendly.

• Data Sources

  • Redshift source
  • BigQuery source
  • Parquet file source
  • Kafka source (Planned for Q4 2021)
  • Synapse source (Planned for Q4 2021)
  • Snowflake source (Planned for Q4 2021)
  • HTTP source

• Offline Stores

  • Redshift
  • BigQuery
  • In-memory / Pandas
  • Custom offline store support
  • Hive (community maintained)
  • Postgres (community maintained)
  • Snowflake (Planned for Q4 2021)
  • Synapse (Planned for Q4 2021)\

• Online Stores

  • DynamoDB
  • Redis
  • Datastore
  • SQLite
  • Custom online store support
  • Postgres (community maintained)
  • Bigtable
  • Cassandra\

• Streaming

  • Custom streaming ingestion job support
  • Streaming ingestion on AWS (Planned for Q4 2021)
  • Streaming ingestion on GCP\

• Feature Engineering

  • On-demand Transformations (Alpha release. See RFC)
  • Batch transformation (SQL)
  • Streaming transformation\

• Deployments

  • AWS Lambda (Alpha release. See RFC)
  • Cloud Run
  • Kubernetes
  • KNative\

• Feature Serving

  • Python Client
  • REST Feature Server (Python) (Alpha release. See RFC)
  • gRPC Feature Server (Java) (See #1497)
  • Java Client
  • Go Client
  • Push API
  • Delete API
  • Feature Logging (for training)\

• Data Quality Management

  • Data profiling and validation (Great Expectations) (Planned for Q4 2021)
  • Metric production
  • Training-serving skew detection
  • Drift detection
  • Alerting\

• Feature Discovery and Governance

  • Python SDK for browsing feature registry
  • CLI for browsing feature registry
  • Model-centric feature tracking (feature services)
  • REST API for browsing feature registry
  • Feast Web UI (Planned for Q4 2021)
  • Feature versioning
  • Amundsen integration