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
- Offline Stores
- Online Stores
- Streaming
- Custom streaming ingestion job support
- Push based streaming data ingestion
- Streaming ingestion on AWS
- Streaming ingestion on GCP
- Feature Engineering
- Deployments
- Feature Serving
- Data Quality Management (See RFC)
- Data profiling and validation (Great Expectations) (Planned for Q1 2022)
- Metric production
- Training-serving skew detection
- Drift detection
- 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
- Feature versioning
- Amundsen integration