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 CastorDoc, 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.
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 Store
In-depth analysis and evolution
Read the full breakdown by generation and market analysis of feature stores here
| Name | Link | Demo | Deployment | Cloud supported | Feature definitions | Automated transforms | Sharing and discovery | Monitoring | Security | More 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 |
