EXISTING FEATURE STORES

Hopsworks

Hopsworks

Updated on:
August 7, 2023

The first open-source Feature Store and the first with a DataFrame API. Most data sources (batch/streaming) supported. Ingest features using SQL, Spark, Python, Flink. The only feature store supporting stream processing for writes. Available as managed platform and on-premises.

Company:
Hopsworks
Vendor
Open source
On-Prem
Featureform

Featureform

Updated on:
August 11, 2023

FeatureForm is a virtual feature store platfrom - you plug in your offline and online data stores. It supports Flink, Snowflake, Airflow Kafka, and other frameworks.

Company:
Featureform
Vendor
On-Prem
Open source
Feast

Feast

Updated on:
August 11, 2023

Originally developed as an open-source feature store by Go-JEK, Feast has been taken on by Tecton to be a minimal, configurable feature store. You can connect in different online/offline data stores and it can run on any platform. Feature engineering is done outside of Feast.

Company:
Linux Foundation
Open source
Iguazio

Iguazio

Updated on:
August 11, 2023

A centralized and versioned feature storre built around their MLRun open-source MLOps orchestration framework for ML model management. Uses V3IO as it offline and online feature stores.

Company:
Iguazio
Vendor
On-Prem
Open source
Feathr

Feathr

Updated on:
August 11, 2023

Feathr automatically computes your feature values and joins them to your training data, using point-in-time-correct semantics to avoid data leakage, and supports materializing and deploying your features for use online in production.

Company:
Microsoft / Linkedin
Open source
OpenMLDB

OpenMLDB

Updated on:
September 21, 2023

An open-source feature computing platform that offers unified SQL APIs and a shared execution plan generator for both offline and online engines, eliminating the need for cumbersome transformation and consistency verification.

Company:
4Paradigm
Open source