Catalog of feature stores

Catalog of feature stores

By Louise de Leyritz from Castor (www.castordoc.com)

The considerable volumes of data handled by modern organization and complex pipeline orchestration processes make productionizing ML models difficult and costly.

Feature stores are tools that emerged as a solution to these issues. This new trend is not going to stop, and we'd rather bring visibility and structure soon.

At Castor, we believe the first step to structure the feature stores tools market, is more transparency. For that reason, we put up a list of all the feature stores tools we heard of.

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This list is still exploratory, may contain errors, or lack information. Please reach out to us, if you notice anything wrong: louise@castordoc.com.

Get started with feature stores tools

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In-depth analysis and evolution Read the full breakdown by generation and market analysis of feature stores here

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Tools

NameLinkDemoDeploymentCloud supportedFeature definitionsAutomated transformsSharing and discoveryMonitoringSecurityMore info
Tecton
Fully managed cloud service
AWS
Available
Available
Feature catalog Feature versioningdependency management
Feast
Open-source
AWSGCPAzureOn-prem
Not available
Not available
Feature catalog Feature versioning
Not available
Data remains in end-user's cloud accountSSOData encryption at rest
Hopsworks
Open-sourceFully managed cloud service
AWSAzureGCPOn-prem
Available
Available
Feature catalog Feature versioningdependency managementWeb UI
Available
Data remains in end-user's cloud accountSSOData encryption at restACL & RBAC
Iguazio
Open-sourceFully managed cloud serviceSelf-managed commercial
AWSGCPAzureOn-prem
Available
Available
Feature catalog Feature versioningWeb UIdependency management
Available
Data remains in end-user's cloud accountACL & RBAC
Kascada
N/A
Molecula
RasgoML
Open-sourceFully managed cloud service
AWSGCPAzureOn-prem
Available
Not available
Feature catalog Feature versioningdependency managementWeb UI
Available
Data remains in end-user's cloud account
Continual
Scribble data
Self-managed commercialFully managed cloud service
AWSGCPOn-prem
Available
Available
Feature catalog Feature versioningdependency managementWeb UI
Available
Data remains in end-user's cloud accountACL & RBACSSOData encryption at rest
Databricks
AWS
Fully managed cloud service
Bytehub
Open-sourceFully managed cloud service