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Best Databricks Feature Store Alternatives in 2026

Updated

16 tools from feature store software ranked against Databricks Feature Store on the same published basis.

  1. 1
    Amazon SageMaker Autopilot Free trial apiWeb 7.3
    Databricks Feature Store vs Amazon SageMaker Autopilot
  2. 2
    Canal Free plan apiLinuxMacself-hosted Free7.3
    Databricks Feature Store vs Canal
  3. 3
    Hopsworks Feature Store Free plan apiLinuxself-hostedWeb Free7.1
    Databricks Feature Store vs Hopsworks Feature Store
  4. 4
    Feast Free plan apiLinuxself-hostedWeb Free7.0
    Databricks Feature Store vs Feast
  5. 5
    OpenMLDB Free plan apiLinuxMacself-hosted Free7.0
    Databricks Feature Store vs OpenMLDB
  6. 6
    Feathr apiLinuxself-hostedWeb 6.9
    Databricks Feature Store vs Feathr
  7. 7
    Chronon Free plan apiself-hosted Free6.8
    Databricks Feature Store vs Chronon
  8. 9
    Chalk apiself-hostedWeb 6.6
    Databricks Feature Store vs Chalk
  9. 10
    Snowflake Feature Store apiWeb 6.6
    Databricks Feature Store vs Snowflake Feature Store
  10. 11
    Agent Platform Feature Store apiWeb 6.3
    Databricks Feature Store vs Agent Platform Feature Store
  11. 12
    Metarank WinMacLinux 6.2
    Databricks Feature Store vs Metarank
  12. 13
    CARA ML Feature Store 6.0
    Databricks Feature Store vs CARA ML Feature Store
  13. 14
    Red Hat OpenShift AI Feature Store Web 6.0
    Databricks Feature Store vs Red Hat OpenShift AI Feature Store
  14. 15
    JFrog ML Feature Store Web 5.9
    Databricks Feature Store vs JFrog ML Feature Store
  15. 16
    ENFINT MLOps Platform Web 5.7
    Databricks Feature Store vs ENFINT MLOps Platform
  16. 17
    Vertex AI Vector Search Web 4.9
    Databricks Feature Store vs Vertex AI Vector Search

Databricks Feature Store alternatives compared

#ToolScoreFree planFromRuns on
1Amazon SageMaker Autopilot7.3No—API, Web
2Canal7.3Free planFreeAPI, Linux, Mac, self-hosted
3Hopsworks Feature Store7.1Free planFreeAPI, Linux, self-hosted, Web
4Feast7.0Free planFreeAPI, Linux, self-hosted, Web
5OpenMLDB7.0Free planFreeAPI, Linux, Mac, self-hosted
6Feathr6.9No—API, Linux, self-hosted, Web
7Chronon6.8Free planFreeAPI, self-hosted
9Chalk6.6No—API, self-hosted, Web
10Snowflake Feature Store6.6No—API, Web
11Agent Platform Feature Store6.3No—API, Web
12Metarank6.2No—Windows, Mac, Linux
13CARA ML Feature Store6.0No——
14Red Hat OpenShift AI Feature Store6.0No—Web
15JFrog ML Feature Store5.9No—Web
16ENFINT MLOps Platform5.7No—Web
17Vertex AI Vector Search4.9No—Web
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Questions about Databricks Feature Store alternatives

What is the best alternative to Databricks 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 12 more.

What is the best free alternative to Databricks Feature Store?

Canal is the best-ranked alternative with a free plan. 5 of the 16 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.