Best Feature Store Software in 2026
Updated
In short: Amazon SageMaker Autopilot is ranked #1 of 17 as of 4 October 2026, ahead of Canal and Hopsworks Feature Store. The best-ranked option with a free plan is Canal.
Feature store software helps machine-learning teams manage features used in model workflows. Compared on online and offline stores, point-in-time joins, and serving modes, the products also vary by deployment model and feature monitoring. Free-plan availability and paid-from pricing offer additional context when matching capabilities to your data infrastructure. Amazon SageMaker Autopilot, Canal, and Hopsworks Feature Store are among the products shown, alongside Feast. Consider whether your workflows need online access, offline storage, or particular serving approaches, then compare 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.
Compare all 17 in a table
| # | Tool | Score | Free plan | From | Free plan | Paid from | Online store | Offline store |
|---|---|---|---|---|---|---|---|---|
| 1 | Amazon SageMaker Autopilot | 7.3 | No | — | No | — | Yes | Yes |
| 2 | Canal | 7.3 | Free plan | Free | Yes | — | Yes | Yes |
| 3 | Hopsworks Feature Store | 7.1 | Free plan | Free | Yes | — | Yes | Yes |
| 4 | Feast | 7.0 | Free plan | Free | — | — | Yes | Yes |
| 5 | OpenMLDB | 7.0 | Free plan | Free | — | — | Yes | Yes |
| 6 | Feathr | 6.9 | No | — | — | — | Yes | Yes |
| 7 | Chronon | 6.8 | Free plan | Free | — | — | Yes | Yes |
| 8 | Databricks Feature Store | 6.8 | No | — | — | — | Yes | Yes |
| 9 | Chalk | 6.6 | No | — | — | — | Yes | Yes |
| 10 | Snowflake Feature Store | 6.6 | No | — | — | — | Yes | Yes |
| 11 | Agent Platform Feature Store | 6.3 | No | — | No | — | Yes | Yes |
| 12 | Metarank | 6.2 | No | — | — | — | Yes | Yes |
| 13 | CARA ML Feature Store | 6.0 | No | — | — | — | Yes | Yes |
| 14 | Red Hat OpenShift AI Feature Store | 6.0 | No | — | — | — | Yes | Yes |
| 15 | JFrog ML Feature Store | 5.9 | No | — | — | — | Yes | Yes |
| 16 | ENFINT MLOps Platform | 5.7 | No | — | — | — | Yes | Yes |
| 17 | Vertex AI Vector Search | 4.9 | No | — | — | — | — | — |
Is your tool on this list?
Numbered spots on this list can be sponsored, and a sponsored row is labelled as paid.
Questions about this list
Which feature store software is ranked first on Specifiction?
Amazon SageMaker Autopilot is ranked #1 of 17 with a score of 7.3. Canal is second and Hopsworks Feature Store 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 on what each maker publishes, the fullest spec sheet first: how deeply the product is documented, the platforms it runs on, a free tier or trial to test it, and its standing.