Feature Form

Streamline Your Machine Learning Workflow with Featureform

Featureform is a powerful AI tool that revolutionizes the way data scientists manage and serve machine learning features across their organization. By treating features as first-class citizens, Featureform empowers teams to define, transform, and orchestrate their training sets and production features with unparalleled efficiency and governance.

Centralized Feature Management

Featureform's virtual feature store architecture allows you to push transformations, features, and training sets from your notebooks to a centralized repository. This repository captures crucial metadata like feature name, variant, lineage, and ownership, enabling seamless collaboration and visibility across your ML ecosystem.

Orchestrated Feature Pipelines

Featureform offers a comprehensive framework with built-in feature versioning, lineage, orchestration, monitoring, and governance. Define your features once, and Featureform will handle the heavy lifting of orchestrating your transformation pipelines for both training and inference, across batch and streaming workflows.

Extensible and Reusable Features

All transformations and features in Featureform are searchable, reusable, and extensible. The platform captures, versions, and saves all changes in your feature pipelines, ensuring traceability and reproducibility. Production feature pipelines are actively monitored for job failures, data drift, and more, providing peace of mind and reliable model performance.

Secure and Governed Feature Serving

Featureform's robust governance features include role-based access control, audit logs, and dynamic serving tools. It also offers native integrations with data catalogs and identity providers, ensuring your machine learning features are served securely and in compliance with your organization's policies.

Unlock the Full Potential of Your ML Workflow

By streamlining feature management and orchestration, Featureform empowers data science teams to focus on what they do best: building innovative machine learning models. Unlock the full potential of your ML workflow and drive tangible business impact with Featureform.