Roadmap

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.

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• Data Sources

  • ​Redshift source​

  • ​BigQuery source​

  • ​Parquet file source​

  • Kafka source (Planned for Q4 2021)

  • HTTP source

  • Snowflake source

  • Synapse source

• Offline Stores

  • ​Redshift​

  • ​BigQuery​

  • ​In-memory / Pandas​

  • ​Custom offline store support​

  • ​Hive (community maintained)​

  • Snowflake

  • Synapse

• Online Stores

  • ​DynamoDB​

  • ​Redis​

  • ​Datastore​

  • ​SQLite​

  • ​Custom online store support​

  • Postgres

  • 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 (Development in progress. See RFC)

  • Batch transformation (SQL)

  • Streaming transformation

• Deployments

  • AWS Lambda (Development in progress. See RFC)

  • Cloud Run

  • Kubernetes

  • KNative

• Feature Serving

  • Python Client

  • REST Feature Server (Python) (Development in progress. 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