Best Databricks Feature Store Alternatives in 2026
Updated
16 apps from feature store software ranked against Databricks Feature Store on the same published basis.
- 1Databricks Feature Store vs Canal
- 2Databricks Feature Store vs Chronon
- 3Databricks Feature Store vs Amazon SageMaker Autopilot
- 4Databricks Feature Store vs Feast
- 5Databricks Feature Store vs Hopsworks Feature Store
- 6Databricks Feature Store vs OpenMLDB
- 7Databricks Feature Store vs Feathr
- 8Databricks Feature Store vs Chalk
- 9Databricks Feature Store vs Snowflake Feature Store
- 11Databricks Feature Store vs CARA ML Feature Store
- 12Databricks Feature Store vs Agent Platform Feature Store
- 13Databricks Feature Store vs JFrog ML Feature Store
- 14Databricks Feature Store vs Red Hat OpenShift AI Feature Store
- 15Databricks Feature Store vs Metarank
- 16Databricks Feature Store vs ENFINT MLOps Platform
- 17Databricks Feature Store vs Vertex AI Vector Search
Databricks Feature Store alternatives compared
| # | App | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | Canal | 6.4 | Free plan | Free | API, Linux, Mac, self-hosted |
| 2 | Chronon | 6.4 | Free plan | Free | API, self-hosted |
| 3 | Amazon SageMaker Autopilot | 6.3 | No | — | API, Web |
| 4 | Feast | 6.3 | Free plan | Free | API, Linux, self-hosted, Web |
| 5 | Hopsworks Feature Store | 6.3 | Free plan | Free | API, Linux, self-hosted, Web |
| 6 | OpenMLDB | 6.3 | Free plan | Free | API, Linux, Mac, self-hosted |
| 7 | Feathr | 5.9 | No | — | API, Linux, self-hosted, Web |
| 8 | Chalk | 5.8 | No | — | API, self-hosted, Web |
| 9 | Snowflake Feature Store | 5.8 | No | — | API, Web |
| 11 | CARA ML Feature Store | 5.5 | No | — | — |
| 12 | Agent Platform Feature Store | 5.4 | No | — | API, Web |
| 13 | JFrog ML Feature Store | 5.4 | No | — | Web |
| 14 | Red Hat OpenShift AI Feature Store | 5.4 | No | — | Web |
| 15 | Metarank | 5.3 | No | — | Windows, Mac, Linux |
| 16 | ENFINT MLOps Platform | 5.2 | No | — | Web |
| 17 | Vertex AI Vector Search | 4.7 | No | — | Web |
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Questions about Databricks Feature Store alternatives
What is the best alternative to Databricks Feature Store?
Canal, number 1 in feature store software with a score of 6.4 out of 10. The others here: Chronon, Amazon SageMaker Autopilot, 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 mobile-first: a phone app alongside the web or desktop product, a free tier and the depth of its documentation.