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6 Feature Store Tools for Seamless Management and Transformation of Data Into Powerful Features

Explore open source tools for seamless management and transformation of data into powerful features using feature store frameworks.

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Open Source Feature Store Tools

  • Butterfree

    A tool for building feature stores which allows you to transform your raw data into beautiful features.

    License: Apache License 2.0

  • FEAST

    Feast (Feature Store) is an open source feature store for machine learning. Feast is the fastest path to manage existing infrastructure to productionize analytic data for model training and online inference.

    License: Apache License 2.0

  • Featureform

    A virtual featurestore. Plug-&-play with your existing infra. Data Scientist approved. Discovery, Governance, Lineage, & Collaboration just a pip install away. Supports pandas, Python, spark, SQL + integrations with major cloud vendors.

    License: Mozilla Public License 2.0

  • Hopsworks Feature Store

    Offline/Online Feature Store for ML (Video) .

    License: GNU Affero General Public License v3.0

  • Ivory

    ivory defines a specification for how to store feature data and provides a set of tools for querying it. It does not provide any tooling for producing feature data in the first place. All ivory commands run as MapReduce jobs so it assumed that feature data is maintained on HDFS.

    License: No License

  • Veri

    Veri is a Feature Label Store. Feature Label store allows storing features as keys and labels as values. Querying values is only possible with knn using features. Veri also supports creating sub sample spaces of data by default.

    License: Apache License 2.0

Last Updated: Dec 26, 2023