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Best Databricks Feature Store Alternatives in 2026

Updated

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

  1. 1
    Amazon SageMaker Autopilot Free trial apiWeb 7.6
    Databricks Feature Store vs Amazon SageMaker Autopilot
  2. 2
    Canal Free plan apiLinuxMacself-hosted Free7.3
    Databricks Feature Store vs Canal
  3. 3
    Feast Free plan apiLinuxself-hostedWeb Free7.1
    Databricks Feature Store vs Feast
  4. 4
    Hopsworks Feature Store Free plan apiLinuxself-hostedWeb Free7.1
    Databricks Feature Store vs Hopsworks Feature Store
  5. 5
    OpenMLDB Free plan apiLinuxMacself-hosted Free7.1
    Databricks Feature Store vs OpenMLDB
  6. 7
    Chronon Free plan apiself-hosted Free6.8
    Databricks Feature Store vs Chronon
  7. 8
    Feathr apiLinuxself-hostedWeb 6.6
    Databricks Feature Store vs Feathr
  8. 9
    Chalk apiself-hostedWeb 6.4
    Databricks Feature Store vs Chalk
  9. 10
    Snowflake Feature Store apiWeb 6.4
    Databricks Feature Store vs Snowflake Feature Store
  10. 11
    Agent Platform Feature Store apiWeb 6.0
    Databricks Feature Store vs Agent Platform Feature Store
  11. 12
    CARA ML Feature Store 6.0
    Databricks Feature Store vs CARA ML Feature Store
  12. 13
    Metarank WinMacLinux 6.0
    Databricks Feature Store vs Metarank
  13. 14
    JFrog ML Feature Store Web 5.9
    Databricks Feature Store vs JFrog ML Feature Store
  14. 15
    Red Hat OpenShift AI Feature Store Web 5.9
    Databricks Feature Store vs Red Hat OpenShift AI Feature Store
  15. 16
    ENFINT MLOps Platform Web 5.7
    Databricks Feature Store vs ENFINT MLOps Platform
  16. 17
    Vertex AI Vector Search Web 5.0
    Databricks Feature Store vs Vertex AI Vector Search

Databricks 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
7Chronon6.8Free planFreeAPI, self-hosted
8Feathr6.6No—API, Linux, self-hosted, Web
9Chalk6.4No—API, self-hosted, Web
10Snowflake Feature Store6.4No—API, Web
11Agent Platform Feature Store6.0No—API, Web
12CARA ML Feature Store6.0No——
13Metarank6.0No—Windows, Mac, Linux
14JFrog ML Feature Store5.9No—Web
15Red Hat OpenShift AI Feature Store5.9No—Web
16ENFINT MLOps Platform5.7No—Web
17Vertex AI Vector Search5.0No—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 7.6 out of 10. The others here: Canal, Feast, Hopsworks Feature Store 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 how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on.