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Best Red Hat OpenShift AI Feature Store Alternatives in 2026

Updated

17 platforms from feature store software ranked against Red Hat OpenShift AI Feature Store on the same published basis.

  1. 1
    Amazon SageMaker Autopilot Free trial apiWeb 7.6
    Red Hat OpenShift AI Feature Store vs Amazon SageMaker Autopilot
  2. 2
    Canal Free plan apiLinuxMacself-hosted Free7.3
    Red Hat OpenShift AI Feature Store vs Canal
  3. 3
    Feast Free plan apiLinuxself-hostedWeb Free7.1
    Red Hat OpenShift AI Feature Store vs Feast
  4. 4
    Hopsworks Feature Store Free plan apiLinuxself-hostedWeb Free7.1
    Red Hat OpenShift AI Feature Store vs Hopsworks Feature Store
  5. 5
    OpenMLDB Free plan apiLinuxMacself-hosted Free7.1
    Red Hat OpenShift AI Feature Store vs OpenMLDB
  6. 6
    JFrog ML Feature Store Free trial apiLinuxself-hostedWeb 7.0
    Red Hat OpenShift AI Feature Store vs JFrog ML Feature Store
  7. 7
    Databricks Feature Store Free trial apiWeb 6.9
    Red Hat OpenShift AI Feature Store vs Databricks Feature Store
  8. 9
    Chronon Free plan apiself-hosted Free6.8
    Red Hat OpenShift AI Feature Store vs Chronon
  9. 10
    Metarank apiLinuxMacself-hostedWin 6.7
    Red Hat OpenShift AI Feature Store vs Metarank
  10. 11
    Feathr apiLinuxself-hostedWeb 6.6
    Red Hat OpenShift AI Feature Store vs Feathr
  11. 12
    Chalk apiself-hostedWeb 6.4
    Red Hat OpenShift AI Feature Store vs Chalk
  12. 13
    Snowflake Feature Store apiWeb 6.4
    Red Hat OpenShift AI Feature Store vs Snowflake Feature Store
  13. 14
    Agent Platform Feature Store apiWeb 6.0
    Red Hat OpenShift AI Feature Store vs Agent Platform Feature Store
  14. 15
    CARA ML Feature Store 6.0
    Red Hat OpenShift AI Feature Store vs CARA ML Feature Store
  15. 16
    Azure Machine Learning Web 5.7
    Red Hat OpenShift AI Feature Store vs Azure Machine Learning
  16. 17
    ENFINT MLOps Platform self-hostedWeb 5.7
    Red Hat OpenShift AI Feature Store vs ENFINT MLOps Platform
  17. 18
    Vertex AI Vector Search Free trial apiWeb 5.0
    Red Hat OpenShift AI Feature Store vs Vertex AI Vector Search

Red Hat OpenShift AI Feature Store alternatives compared

#PlatformScoreFree planFromRuns on
1Amazon SageMaker Autopilot7.6No—API, Web
2Canal7.3Free planFreeAPI, Linux, Mac, self-hosted
3Feast7.1Free planFreeAPI, Linux, self-hosted, Web
4Hopsworks Feature Store7.1Free planFreeAPI, Linux, self-hosted, Web
5OpenMLDB7.1Free planFreeAPI, Linux, Mac, self-hosted
6JFrog ML Feature Store7.0No—API, Linux, self-hosted, Web
7Databricks Feature Store6.9No—API, Web
9Chronon6.8Free planFreeAPI, self-hosted
10Metarank6.7No—API, Linux, Mac, self-hosted, Windows
11Feathr6.6No—API, Linux, self-hosted, Web
12Chalk6.4No—API, self-hosted, Web
13Snowflake Feature Store6.4No—API, Web
14Agent Platform Feature Store6.0No—API, Web
15CARA ML Feature Store6.0No——
16Azure Machine Learning5.7No—Web
17ENFINT MLOps Platform5.7No—self-hosted, Web
18Vertex AI Vector Search5.0No—API, Web
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Questions about Red Hat OpenShift AI Feature Store alternatives

What is the best alternative to Red Hat OpenShift AI Feature Store?

Amazon SageMaker Autopilot, number 1 in feature store software with a score of 7.6 out of 10. The others here: Canal, Feast, Hopsworks Feature Store and 13 more.

What is the best free alternative to Red Hat OpenShift AI Feature Store?

Canal is the best-ranked alternative with a free plan. 5 of the 17 alternatives here publish a free plan on their own pricing pages.

How are these alternatives ranked?

Ranked on how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on.