Feature Store Comparison

website

Last update

October 8, 2021

Licence type

proprietary

Supported Languages

SQL

Supported Platforms

Amazon Ecosystem

SQL

aws-only

pyspark

python

description

⚠️ New, details subject to change.

Amazon SageMaker Feature Store is a fully managed, purpose-built repository to store, update, retrieve, and share machine learning (ML) features.

Core Features

Access control

Offline Feature Store

Online Feature Store

Ingestion from Streaming Sources

Single Sign-On

Web UI

CI/CD Support

Ingestion from Batch Sources

SQL

Feature Registry/Search

Point-in-Time JOINs

Feature data validation

Time Travel

Python

Governance

Access control

Offline Feature Store

Online Feature Store

Ingestion from Streaming Sources

Single Sign-On

Web UI

CI/CD Support

Ingestion from Batch Sources

SQL

Feature Registry/Search

Point-in-Time JOINs

Feature data validation

Time Travel

Python

Monitoring

Access control

Offline Feature Store

Online Feature Store

Ingestion from Streaming Sources

Single Sign-On

Web UI

CI/CD Support

Ingestion from Batch Sources

SQL

Feature Registry/Search

Point-in-Time JOINs

Feature data validation

Time Travel

Python

User Experience

Access control

Offline Feature Store

Online Feature Store

Ingestion from Streaming Sources

Single Sign-On

Web UI

CI/CD Support

Ingestion from Batch Sources

SQL

Feature Registry/Search

Point-in-Time JOINs

Feature data validation

Time Travel

Python

Feature Computation

Access control

Offline Feature Store

Online Feature Store

Ingestion from Streaming Sources

Single Sign-On

Web UI

CI/CD Support

Ingestion from Batch Sources

SQL

Feature Registry/Search

Point-in-Time JOINs

Feature data validation

Time Travel

Python

Data Ingestion

Access control

Offline Feature Store

Online Feature Store

Ingestion from Streaming Sources

Single Sign-On

Web UI

CI/CD Support

Ingestion from Batch Sources

SQL

Feature Registry/Search

Point-in-Time JOINs

Feature data validation

Time Travel

Python

Feature Storage

Access control

Offline Feature Store

Online Feature Store

Ingestion from Streaming Sources

Single Sign-On

Web UI

CI/CD Support

Ingestion from Batch Sources

SQL

Feature Registry/Search

Point-in-Time JOINs

Feature data validation

Time Travel

Python

Other details

Core Build

Dynamo DB, S3

Core APIs

SQL. Streaming and Batch Ingestion.

Environement

Data Sources

Platform integrations

Architecture

Amazon SageMaker Feature Store seems to be quite simple and efficient tool part of the overarching SageMaker ecosystem. It does seems very minimal.