Best Feature Store Software in 2026
15 feature store software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
15ranked
2free plans on this page
3 Oct 2026last checked
#1 Hopsworks Feature Store Top pick · 8.8 Free plan · Free
#2 Feast Runner-up · 8.6 Free plan · Free
#3 Databricks Feature Store Also great · 8.1 
- Free plan apiLinuxself-hostedWeb
- Free plan
- Yes
- Online store
- Yes
- Offline store
- Yes
- Point-in-time joins
- Yes
- Feature monitoring
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Free plan apiLinuxself-hostedWeb
- Online store
- Yes
- Offline store
- Yes
- Point-in-time joins
- Yes
- Feature monitoring
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Free trial apiWeb
- Online store
- Yes
- Offline store
- Yes
- Point-in-time joins
- Yes
- Feature monitoring
- Yes
RecognisedDocumentedFree planFree trialPlatforms - apiself-hostedWeb
- Online store
- Yes
- Offline store
- Yes
- Point-in-time joins
- Yes
- Feature monitoring
- Yes
RecognisedDocumentedFree planFree trialPlatforms - apiWeb
- Online store
- Yes
- Offline store
- Yes
- Point-in-time joins
- Yes
- Feature monitoring
- Yes
RecognisedDocumentedFree planFree trialPlatforms -
- Online store
- Yes
- Offline store
- Yes
- Point-in-time joins
- Yes
- Feature monitoring
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Web
- Online store
- Yes
- Offline store
- Yes
- Point-in-time joins
- Yes
- Feature monitoring
- No
RecognisedDocumentedFree planFree trialPlatforms - LinuxmacOS
- Online store
- Yes
- Offline store
- Yes
- Point-in-time joins
- Yes
- Feature monitoring
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Web
- Online store
- Yes
- Offline store
- Yes
- Point-in-time joins
- Yes
- Feature monitoring
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Web
- Online store
- Yes
- Offline store
- Yes
- Point-in-time joins
- Yes
RecognisedDocumentedFree planFree trialPlatforms - WindowsmacOSLinux
- Online store
- Yes
- Offline store
- Yes
- Point-in-time joins
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Web
- Free plan
- No
- Online store
- Yes
- Offline store
- Yes
- Point-in-time joins
- Yes
- Feature monitoring
- Yes
RecognisedDocumentedFree planFree trialPlatforms -
- Online store
- Yes
- Offline store
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Web
- Online store
- Yes
- Offline store
- Yes
RecognisedDocumentedFree planFree trialPlatforms - WebRecognisedDocumentedFree planFree trialPlatforms
Is your platform 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 The Geeks Club?
Hopsworks Feature Store is ranked #1 of 15 with a score of 8.8. Feast is second and Databricks Feature Store third.
How many of these have a free plan?
2 of the 15 on this page publish a free plan on their own pricing pages.
How is this list ranked?
Ranked on how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on. Paid placements never change a rank.
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