AWS

Commercial Information

Vendor Name

AWS

History

Developed internally by AWS

Stand-alone vs. Platform

Part of the Amazon SageMaker platform

Delivery Model

Fully-managed cloud service

Clouds Supported

AWS

Pricing Model

Consumption Pricing

Service Level Guarantees

None

Support

24 x 7 support & response time guarantees

Feature Store Capabilities

Feature Definitions

Not available

Automated Transforms

Not available, requires setting up transformations using Data Wrangler or Glue Databrew, and setting up pipelines with SageMaker Pipelines or Airflow

Feature Ingestion

Batch ingestion with Spark or ingestion API into offline & online store

Streaming ingestion with Spark Streaming or ingestion API into offline & online store

Storage and Feature Processing Infrastructure

Online storage: DynamoDB

Offline storage: S3

Feature Sharing and Discovery

Web UI

Training Dataset Generation

Dataset generated from offline storage using AWS SDK

Online Serving

Serving endpoint / API for online data

Monitoring and Alerting

Not available

Security and Data Governance

ACL and RBAC

SSO

Data encryption at rest and in flight

Integrations

Batch data: S3, Athena, Redshift

Streaming data: Any streaming source