Once a feature is ready to be deployed, Featureform will orchestrate your data infrastructure to make it ready in production. Using the Featureform API, you won’t have to worry about the idiosyncrasies of your heterogeneous infrastructure (beyond their transformation language).
Enhance Collaboration
Featureform ensures that transformations, features, labels, and training sets are defined in a standardized form, so they can easily be shared, re-used, and understood across the team.
Organize Experimentation
The days of untitled_128.ipynb are over. Transformations, features, and training sets can be pushed from notebooks to a centralized feature repository with metadata like name, variant, lineage, and owner.
Increase Reliability
Featureform will monitor and notify you of infrastructure problems and data drift. Furthermore, Featureform enforces that all features, labels, and training sets are immutable. This allows them to safely be re-used among data scientists without worrying about logic changing. Finally, Featureform’s orchestrator will handle retry logic and attempt to resolve other common distributed system problems automatically.
A Feature Platform Built for Enterprise
Access Control & Governance
Ensure data integrity and regulatory compliance effortlessly, while seamlessly tracking data lineage, preserving data quality, and proactively mitigating bias and privacy risks.
Streaming
Keep models responsive to changing trends, enhancing their accuracy and relevance. With streaming data, you can swiftly adapt to emerging opportunities, detect anomalies, and provide personalized experiences.
On-Prem Deployments
Our deployment model ensures that our solution is seamlessly integrated into your cloud or on-premise environment, giving you complete control.
Custom Integrations
Featureform’s plug-in architecture will seamlessly integrate into your existing tooling, including data infrastructure, identify providers, and monitoring tools. If you have a custom provider or configuration that isn’t in our open-source product, we can build it for you.