Best Feature Store Software in 2026
Updated
In short: Canal is ranked #1 of 17 as of 4 October 2026, ahead of Hopsworks Feature Store and Amazon SageMaker Autopilot. The best-ranked option with a free plan is Hopsworks Feature Store.
Feature store software supports the management and serving of data features used in machine-learning workflows. Compare deployment model and serving modes alongside online and offline store availability, feature monitoring, and point-in-time joins. These criteria can help you assess fit with your data infrastructure and model workflows; free-plan availability and paid-from pricing add cost context. Canal, Hopsworks Feature Store, and Amazon SageMaker Autopilot are among the entries. Consider which storage and serving patterns your work requires, then weigh the listed monitoring and deployment details.
17 feature store software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
6 of the 17 here have a free tier you can use, 0 have open-source code on record, and 0 have full bars: free, open, on most of your devices and documented.
| # | App | Signal | Free tier | Open code | Devices | From | Score |
|---|---|---|---|---|---|---|---|
| 1 | CanalMac · Linux · Self-hosted · API | Two bars | — | 2 of 6 | Free | 6.5 | |
| 2 | Hopsworks Feature StoreWeb · Linux · Self-hosted · API | Two bars | — | 2 of 6 | Free | 6.5 | |
| 3 | Amazon SageMaker AutopilotWeb · API | Two bars | — | 1 of 6 | — | 6.4 | |
| 4 | ChrononSelf-hosted · API | Two bars | — | 0 of 6 | Free | 6.4 | |
| 5 | FeastWeb · Linux · Self-hosted · API | Two bars | — | 2 of 6 | Free | 6.4 | |
| 6 | OpenMLDBMac · Linux · Self-hosted · API | Two bars | — | 2 of 6 | Free | 6.4 | |
| 7 | FeathrWeb · Linux · Self-hosted · API | One bar | — | — | 2 of 6 | — | 5.5 |
| 8 | ChalkWeb · Self-hosted · API | One bar | — | — | 1 of 6 | — | 5.4 |
| 9 | Databricks Feature StoreWeb · API | One bar | — | — | 1 of 6 | — | 5.4 |
| 10 | MetarankWindows · Mac · Linux | One bar | — | — | 3 of 6 | — | 5.4 |
| 11 | Snowflake Feature StoreWeb · API | One bar | — | — | 1 of 6 | — | 5.4 |
| 12 | CARA ML Feature StoreNo platforms listed | One bar | — | — | 0 of 6 | — | 5.2 |
| 13 | JFrog ML Feature StoreWeb | No signal | — | — | 1 of 6 | — | 5.2 |
| 14 | Red Hat OpenShift AI Feature StoreWeb | One bar | — | — | 1 of 6 | — | 5.2 |
| 15 | ENFINT MLOps PlatformWeb | No signal | — | — | 1 of 6 | — | 5.1 |
| 16 | Agent Platform Feature StoreWeb · API | One bar | — | — | 1 of 6 | — | 5.0 |
| 17 | Vertex AI Vector SearchWeb | No signal | — | — | 1 of 6 | — | 4.9 |
Is your app on this list?
Numbered spots on this list can be sponsored. They are labelled, and the editorial order and scores never change for payment.
Questions about this list
Which feature store software is ranked first on Freedom251?
Canal is ranked #1 of 17 with a score of 6.5. Hopsworks Feature Store is second and Amazon SageMaker Autopilot third.
How many of these have a free plan?
5 of the 17 on this page publish a free plan on their own pricing pages.
How is this list ranked?
Ranked free-and-open first: a usable free tier and open-source code, then the platforms it runs on and its documentation. Paid placements never change a rank.