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Red Hat OpenShift AI Feature Store

Red Hat OpenShift AI Feature Store provides reusable machine-learning features that teams can push and retrieve for model training and inference.

Place
#12 of 20
Score
5.6

What Red Hat OpenShift AI Feature Store is

Red Hat OpenShift AI Feature Store provides reusable machine-learning features that teams can push and retrieve for model training and inference. It is based on the open-source Feast project and runs within self-managed OpenShift AI, which depends on Red Hat OpenShift being installed first. A cluster administrator enables it through the OpenShift AI Operator and creates an instance in a data science project.

The default local provider uses a SQL registry or local file, a Parquet offline store, and a SQLite online store. Its online container exposes a REST API inside the OpenShift cluster. The documentation also describes PostgreSQL for the online store and S3 for the registry, while Feast covers additional store options. The Feature Store supports online and offline stores, point-in-time joins, feature monitoring, and both serving modes. OpenShift AI is intended for data scientists, AI engineers, developers, and IT operations teams. Red Hat describes deployments across on-premise, edge, and disconnected environments. Pricing is on request; subscriptions offer Standard (8x5) or Premium (24x7) support SLAs. A 60-day self-supported OpenShift AI Self-Managed trial is available.

Good

  • Supports online and offline feature stores.
  • Includes point-in-time joins and feature monitoring.
  • Online container provides an in-cluster REST API.
  • PostgreSQL and S3 configurations are documented.
  • 60-day self-supported trial is available.

Watch out

  • Requires Red Hat OpenShift beneath self-managed OpenShift AI.
  • Pricing is available on request.
  • Trial is self-supported.

Who it suits

This Feature Store suits teams using self-managed OpenShift AI to reuse features across model training and inference. It is aimed at data scientists, AI engineers, developers, and IT operations teams.

Verdict

OpenShift AI Feature Store provides reusable features within a self-managed OpenShift AI environment. Teams should account for the OpenShift dependency and request pricing before choosing it.

Plans and prices

From Red Hat OpenShift AI Feature Store's own pricing page, checked 7 Oct 2026.

All about pricing
PlanPriceWhat it gives you
Red Hat OpenShift AI Self-ManagedPriced on requestCore-pair or bare-metal subscriptions · Standard (8x5) or Premium (24x7) support · Requires Red Hat OpenShift

The facts

Each one read from Red Hat OpenShift AI Feature Store's own pages, with the date it was checked.

What it does

API
The online container makes a Feature Store REST API available inside the OpenShift cluster.checked 7 Oct 2026
Default stores
The local provider uses a SQL registry or local file, a Parquet offline store, and SQLite online store.checked 7 Oct 2026
Intended users
Red Hat describes OpenShift AI as a platform for data scientists, AI engineers, developers, and IT operations teams.checked 7 Oct 2026
Purpose
Feature Store provides reusable machine-learning features that teams can push and retrieve for model training and inference.checked 7 Oct 2026
Security
The product page describes deploying models across on-premise, edge, and disconnected environments to support private AI.checked 7 Oct 2026
Security certification
Red Hat announced that OpenShift AI achieved an initial ISO/IEC 42001 AI management system certification audit.checked 7 Oct 2026
Setup
A cluster administrator enables Feature Store through the OpenShift AI Operator and creates an instance in a data science project.checked 7 Oct 2026
Storage integrations
The documentation describes configuring a PostgreSQL online store and an S3 registry, and points to Feast for other store options.checked 7 Oct 2026
Support
OpenShift AI subscriptions are offered with Standard (8x5) or Premium (24x7) support SLAs.checked 7 Oct 2026
Underlying project
OpenShift AI Feature Store is based on the open-source Feast project.checked 7 Oct 2026

The company

Founded
1993checked 28 Sep 2026
Headquarters
Raleigh, North Carolina, United Stateschecked 28 Sep 2026

Where it runs

Platform dependency
OpenShift AI is layered on Red Hat OpenShift, which must be installed before self-managed OpenShift AI.checked 7 Oct 2026

Money

Trial
Red Hat offers a 60-day self-supported OpenShift AI Self-Managed trial; the trial page also lists an OpenShift Container Platform trial for users without a cluster.checked 7 Oct 2026

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