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.