Best Feature Store Software in 2026
Updated
In short: Hopsworks Feature Store is ranked #1 of 15 as of 4 October 2026, ahead of Feast and Chronon. The best-ranked option with a free plan is Feast.
Feature store software supports the management and serving of data features used in machine-learning workflows. Compare deployment models and serving modes, and check whether an option offers online and offline stores, point-in-time joins, and feature monitoring. Those details can help you assess how a tool fits your infrastructure and how teams work with features. Free-plan availability and paid-from pricing provide cost context. Hopsworks Feature Store, Feast, and Chronon are among the entries to consider. Match the listed storage and access patterns to your workloads, then weigh monitoring and deployment against the way you build and serve models.
15 feature store software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
Recognised 40% · Phone app 26% · Documented 20% · Free plan 14% of the score
- 1 Hopsworks Feature Store No phone app RecognisedPhone appDocumentedFree plan 8.2Free Online store: YesOffline store: YesPoint-in-time joins: Yes
- 2 Feast No phone app RecognisedPhone appDocumentedFree plan 8.0Free Online store: YesOffline store: YesPoint-in-time joins: Yes
- 3 Chronon No phone app RecognisedPhone appDocumentedFree plan 7.5Free Online store: YesOffline store: YesPoint-in-time joins: Yes
- 4 Chalk No phone app RecognisedPhone appDocumentedFree plan 7.4 Online store: YesOffline store: YesPoint-in-time joins: Yes
- 5 Databricks Feature Store No phone app RecognisedPhone appDocumentedFree plan 7.1 Online store: YesOffline store: YesPoint-in-time joins: Yes
- 6 Snowflake Feature Store No phone app RecognisedPhone appDocumentedFree plan 7.1 Online store: YesOffline store: YesPoint-in-time joins: Yes
- 7 OpenMLDB No phone app RecognisedPhone appDocumentedFree plan 7.1Free Online store: YesOffline store: YesPoint-in-time joins: Yes
- 8 Feathr No phone app RecognisedPhone appDocumentedFree plan 6.8 Online store: YesOffline store: YesPoint-in-time joins: Yes
- 9 Red Hat OpenShift AI Feature Store No phone app RecognisedPhone appDocumentedFree plan 6.0 Online store: YesOffline store: YesPoint-in-time joins: Yes
- 10 JFrog ML Feature Store No phone app RecognisedPhone appDocumentedFree plan 5.8 Online store: YesOffline store: YesPoint-in-time joins: Yes
- 11 Agent Platform Feature Store No phone app RecognisedPhone appDocumentedFree plan 5.8 Online store: YesOffline store: YesPoint-in-time joins: Yes
- 12 CARA ML Feature Store No phone app RecognisedPhone appDocumentedFree plan 5.7 Online store: YesOffline store: Yes
- 13 Metarank No phone app RecognisedPhone appDocumentedFree plan 5.3 Online store: YesOffline store: YesPoint-in-time joins: Yes
- 14 ENFINT MLOps Platform No phone app RecognisedPhone appDocumentedFree plan 5.1 Online store: YesOffline store: Yes
- 15 Vertex AI Vector Search No phone app RecognisedPhone appDocumentedFree plan 4.4
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 Samsung Mobile US Press?
Hopsworks Feature Store is ranked #1 of 15 with a score of 8.2. Feast is second and Chronon third.
How many of these have a free plan?
4 of the 15 on this page publish a free plan on their own pricing pages.
How is this list ranked?
Ranked mobile-first: a phone app alongside the web or desktop product, a free tier and the depth of its documentation. Paid placements never change a rank.