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Best Red Hat OpenShift AI Feature Store Alternatives in 2026

Updated

17 tools 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 7.3
    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
    Hopsworks Feature Store Free plan apiLinuxself-hostedWeb Free7.1
    Red Hat OpenShift AI Feature Store vs Hopsworks Feature Store
  4. 4
    Feast Free plan apiLinuxself-hostedWeb Free7.0
    Red Hat OpenShift AI Feature Store vs Feast
  5. 5
    JFrog ML Feature Store Free trial apiLinuxself-hostedWeb 7.0
    Red Hat OpenShift AI Feature Store vs JFrog ML Feature Store
  6. 6
    Metarank apiLinuxMacself-hostedWin 7.0
    Red Hat OpenShift AI Feature Store vs Metarank
  7. 7
    OpenMLDB Free plan apiLinuxMacself-hosted Free7.0
    Red Hat OpenShift AI Feature Store vs OpenMLDB
  8. 8
    Feathr apiLinuxself-hostedWeb 6.9
    Red Hat OpenShift AI Feature Store vs Feathr
  9. 9
    Chronon Free plan apiself-hosted Free6.8
    Red Hat OpenShift AI Feature Store vs Chronon
  10. 10
    Databricks Feature Store Free trial apiWeb 6.8
    Red Hat OpenShift AI Feature Store vs Databricks Feature Store
  11. 12
    Chalk apiself-hostedWeb 6.6
    Red Hat OpenShift AI Feature Store vs Chalk
  12. 13
    Snowflake Feature Store apiWeb 6.6
    Red Hat OpenShift AI Feature Store vs Snowflake Feature Store
  13. 14
    Vertex AI Vector Search Free trial apiWeb 6.6
    Red Hat OpenShift AI Feature Store vs Vertex AI Vector Search
  14. 15
    ENFINT MLOps Platform self-hostedWeb 6.5
    Red Hat OpenShift AI Feature Store vs ENFINT MLOps Platform
  15. 16
    Agent Platform Feature Store apiWeb 6.3
    Red Hat OpenShift AI Feature Store vs Agent Platform Feature Store
  16. 17
    CARA ML Feature Store 6.2
    Red Hat OpenShift AI Feature Store vs CARA ML Feature Store
  17. 18
    Azure Machine Learning Web 5.9
    Red Hat OpenShift AI Feature Store vs Azure Machine Learning

Red Hat OpenShift AI Feature Store alternatives compared

#ToolScoreFree planFromRuns on
1Amazon SageMaker Autopilot7.3API, Web
2Canal7.3Free planFreeAPI, Linux, Mac, self-hosted
3Hopsworks Feature Store7.1Free planFreeAPI, Linux, self-hosted, Web
4Feast7.0Free planFreeAPI, Linux, self-hosted, Web
5JFrog ML Feature Store7.0API, Linux, self-hosted, Web
6Metarank7.0API, Linux, Mac, self-hosted, Windows
7OpenMLDB7.0Free planFreeAPI, Linux, Mac, self-hosted
8Feathr6.9API, Linux, self-hosted, Web
9Chronon6.8Free planFreeAPI, self-hosted
10Databricks Feature Store6.8API, Web
12Chalk6.6API, self-hosted, Web
13Snowflake Feature Store6.6API, Web
14Vertex AI Vector Search6.6API, Web
15ENFINT MLOps Platform6.5self-hosted, Web
16Agent Platform Feature Store6.3API, Web
17CARA ML Feature Store6.2
18Azure Machine Learning5.9Web
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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 7.3 out of 10. The others here: Canal, Hopsworks Feature Store, Feast 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 what each maker publishes, the fullest spec sheet first: how deeply the product is documented, the platforms it runs on, a free tier or trial to test it, and its standing.