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Best Snowflake Feature Store Alternatives in 2026

Updated

20 apps from model registry software ranked against Snowflake Feature Store on the same published basis.

  1. 1
    Weights & Biases Free plan apiiOSLinuxMacself-hosted $60/mo6.7
    Snowflake Feature Store vs Weights & Biases
  2. 2
    ClearML Free plan apiLinuxMacself-hostedWeb $15/mo6.6
    Snowflake Feature Store vs ClearML
  3. 3
    Comet Free plan apiLinuxMacself-hostedWeb $19/mo6.6
    Snowflake Feature Store vs Comet
  4. 4
    MLRun Free plan apiLinuxMacself-hostedWeb Free6.5
    Snowflake Feature Store vs MLRun
  5. 5
    ZenML Free plan apiLinuxMacself-hostedWeb $999/mo6.5
    Snowflake Feature Store vs ZenML
  6. 6
    GitLab Package Registry Free plan apiLinuxself-hostedWeb $2.42/mo6.4
    Snowflake Feature Store vs GitLab Package Registry
  7. 7
    Hopsworks AI Lakehouse Free plan apiLinuxself-hostedWeb Free6.4
    Snowflake Feature Store vs Hopsworks AI Lakehouse
  8. 8
    MLflow Model Registry Free plan apiLinuxself-hostedWeb Free6.4
    Snowflake Feature Store vs MLflow Model Registry
  9. 9
    Amazon SageMaker Autopilot Free trial apiWeb 6.3
    Snowflake Feature Store vs Amazon SageMaker Autopilot
  10. 10
    DagsHub Free plan apiself-hostedWeb $99/mo6.3
    Snowflake Feature Store vs DagsHub
  11. 11
    Databricks Notebooks Free plan Web Free6.3
    Snowflake Feature Store vs Databricks Notebooks
  12. 12
    Jozu Hub Free plan apiself-hostedWeb Free6.3
    Snowflake Feature Store vs Jozu Hub
  13. 13
    Polyaxon Free plan apiself-hostedWeb Free6.3
    Snowflake Feature Store vs Polyaxon
  14. 14
    TrueFoundry AI Gateway Free plan apiself-hostedWeb $25/mo6.3
    Snowflake Feature Store vs TrueFoundry AI Gateway
  15. 15
    Radiant AI Cloud Model Registry apiLinuxMacWebWin 5.5
    Snowflake Feature Store vs Radiant AI Cloud Model Registry
  16. 16
    Cloudera Data Lake Service apiWeb 5.4
    Snowflake Feature Store vs Cloudera Data Lake Service
  17. 17
    DataRobot Free trial apiLinuxself-hostedWeb 5.4
    Snowflake Feature Store vs DataRobot
  18. 19
    C3 AI Demand Planning apiself-hostedWeb 5.3
    Snowflake Feature Store vs C3 AI Demand Planning
  19. 20
    Oracle Database self-hosted 5.3
    Snowflake Feature Store vs Oracle Database
  20. 21
    Snowflake CoCo Free trial apiLinuxMacWebWin 5.2
    Snowflake Feature Store vs Snowflake CoCo

Snowflake Feature Store alternatives compared

#AppScoreFree planFromRuns on
1Weights & Biases6.7Free plan$60/moAPI, iOS, Linux, Mac, self-hosted, Web, Windows
2ClearML6.6Free plan$15/moAPI, Linux, Mac, self-hosted, Web, Windows
3Comet6.6Free plan$19/moAPI, Linux, Mac, self-hosted, Web, Windows
4MLRun6.5Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
5ZenML6.5Free plan$999/moAPI, Linux, Mac, self-hosted, Web, Windows
6GitLab Package Registry6.4Free plan$2.42/moAPI, Linux, self-hosted, Web
7Hopsworks AI Lakehouse6.4Free planFreeAPI, Linux, self-hosted, Web
8MLflow Model Registry6.4Free planFreeAPI, Linux, self-hosted, Web
9Amazon SageMaker Autopilot6.3No—API, Web
10DagsHub6.3Free plan$99/moAPI, self-hosted, Web
11Databricks Notebooks6.3Free planFreeWeb
12Jozu Hub6.3Free planFreeAPI, self-hosted, Web
13Polyaxon6.3Free planFreeAPI, self-hosted, Web
14TrueFoundry AI Gateway6.3Free plan$25/moAPI, self-hosted, Web
15Radiant AI Cloud Model Registry5.5No—API, Linux, Mac, Web, Windows
16Cloudera Data Lake Service5.4No—API, Web
17DataRobot5.4No—API, Linux, self-hosted, Web
19C3 AI Demand Planning5.3No—API, self-hosted, Web
20Oracle Database5.3No—self-hosted
21Snowflake CoCo5.2No—API, Linux, Mac, Web, Windows
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Questions about Snowflake Feature Store alternatives

What is the best alternative to Snowflake Feature Store?

Weights & Biases, number 1 in model registry software with a score of 6.7 out of 10. The others here: ClearML, Comet, MLRun and 16 more.

What is the best free alternative to Snowflake Feature Store?

Weights & Biases is the best-ranked alternative with a free plan. 13 of the 20 alternatives here publish a free plan on their own pricing pages.

How are these alternatives ranked?

Ranked free-and-open first: a usable free tier and open-source code, then the platforms it runs on and its documentation.