Best Snowflake Feature Store Alternatives in 2026
Updated
20 platforms from model registry software ranked against Snowflake Feature Store on the same published basis.
- 1Snowflake Feature Store vs Weights & Biases
- 2Snowflake Feature Store vs Comet
- 3Snowflake Feature Store vs GitLab Package Registry
- 4Snowflake Feature Store vs MLRun
- 5Snowflake Feature Store vs Jozu Hub
- 6Snowflake Feature Store vs Amazon SageMaker Autopilot
- 7Snowflake Feature Store vs DagsHub
- 8Snowflake Feature Store vs TrueFoundry AI Gateway
- 9Snowflake Feature Store vs ClearML
- 10Snowflake Feature Store vs Hopsworks AI Lakehouse
- 11Snowflake Feature Store vs Databricks Notebooks
- 12Snowflake Feature Store vs MLflow Model Registry
- 13Snowflake Feature Store vs Snowflake CoCo
- 14Snowflake Feature Store vs ZenML
- 15Snowflake Feature Store vs DataRobot
- 16Snowflake Feature Store vs SAS Visual Statistics
- 17Snowflake Feature Store vs Polyaxon
- 18Snowflake Feature Store vs JFrog ML
- 19Snowflake Feature Store vs Valohai
- 20Snowflake Feature Store vs Radiant AI Cloud Model Registry
Snowflake Feature Store alternatives compared
| # | Platform | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | Weights & Biases | 7.9 | Free plan | $60/mo | API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 2 | Comet | 7.8 | Free plan | $19/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 3 | GitLab Package Registry | 7.6 | Free plan | $2.42/mo | API, Linux, self-hosted, Web |
| 4 | MLRun | 7.6 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 5 | Jozu Hub | 7.5 | Free plan | Free | API, self-hosted, Web |
| 6 | Amazon SageMaker Autopilot | 7.4 | No | — | API, Web |
| 7 | DagsHub | 7.4 | Free plan | $99/mo | API, self-hosted, Web |
| 8 | TrueFoundry AI Gateway | 7.4 | Free plan | $25/mo | API, self-hosted, Web |
| 9 | ClearML | 7.2 | Free plan | $15/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 10 | Hopsworks AI Lakehouse | 7.0 | Free plan | Free | API, Linux, self-hosted, Web |
| 11 | Databricks Notebooks | 6.9 | Free plan | Free | Web |
| 12 | MLflow Model Registry | 6.9 | Free plan | Free | API, Linux, self-hosted, Web |
| 13 | Snowflake CoCo | 6.9 | No | — | API, Linux, Mac, Web, Windows |
| 14 | ZenML | 6.9 | Free plan | $999/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 15 | DataRobot | 6.8 | No | — | API, Linux, self-hosted, Web |
| 16 | SAS Visual Statistics | 6.8 | No | — | self-hosted, Web |
| 17 | Polyaxon | 6.7 | Free plan | Free | API, self-hosted, Web |
| 18 | JFrog ML | 6.6 | No | — | API, self-hosted, Web |
| 19 | Valohai | 6.5 | No | — | API, Linux, self-hosted, Web |
| 20 | Radiant AI Cloud Model Registry | 6.4 | No | — | 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 7.9 out of 10. The others here: Comet, GitLab Package Registry, 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 on how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on.