vioscale
Comparison

Amazon SageMaker Feature Store vs Hopsworks Feature Store

On the evidence we track, Amazon SageMaker Feature Store leads this comparison with a composite score of 61/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Amazon SageMaker Feature Store full profile →Hopsworks Feature Store full profile →
Machine formatsJSONMarkdownGraphQLor send Accept: application/json
★Amazon SageMaker Feature Store61
Hopsworks Feature Store43
Score
Vioscale score
Amazon SageMaker Feature Store61 / 100medium · 62%
Hopsworks Feature Store43 / 100low · 26%
Pricing
Free tier
Amazon SageMaker Feature Store✓
Hopsworks Feature Store✓
Model
Amazon SageMaker Feature Storefreemium
Hopsworks Feature Storefreemium
Price level
Amazon SageMaker Feature Storelow
Hopsworks Feature Storelow
Starting price
Amazon SageMaker Feature Store$0.00
Hopsworks Feature Store–
Transparent
Amazon SageMaker Feature Store✓
Hopsworks Feature Store✗
Integrations
Count
Amazon SageMaker Feature Store8
Hopsworks Feature Store13
Security
Fedramp
Amazon SageMaker Feature Store✓
Hopsworks Feature Store–
Gdpr
Amazon SageMaker Feature Store✓
Hopsworks Feature Store–
Hipaa
Amazon SageMaker Feature Store✓
Hopsworks Feature Store–
Pci
Amazon SageMaker Feature Store✓
Hopsworks Feature Store–
Reliability
Status page
Amazon SageMaker Feature Store✓
Hopsworks Feature Store–
Market
Availability

Capabilities

Feature-by-feature on the axes that matter for feature stores. “-” means undocumented, not absent.

Capabilities
Point in time correctness
Amazon SageMaker Feature Store-
Hopsworks Feature Store-
Feature registry catalog
Amazon SageMaker Feature Store-
Hopsworks Feature Store-
Streaming features
Amazon SageMaker Feature Store-
Hopsworks Feature Store-
On demand transforms
Amazon SageMaker Feature Store-
Hopsworks Feature Store-
Deployment model
Amazon SageMaker Feature Store-
Hopsworks Feature Store-
Drift monitoring
Amazon SageMaker Feature Store-
Hopsworks Feature Store-
Embeddings vector support
Amazon SageMaker Feature Store-
Hopsworks Feature Store-
Multi cloud
Amazon SageMaker Feature Store-
Hopsworks Feature Store-
RBAC governance
Amazon SageMaker Feature Store-
Hopsworks Feature Store-
Lineage tracking
Amazon SageMaker Feature Store-
Hopsworks Feature Store-
Pricing model
Amazon SageMaker Feature Store-
Hopsworks Feature Store-

What each one is

The product in its own terms, so the numbers below have context.

Amazon SageMaker Feature Store

Leader

A unified storage system that enables organizations to manage machine learning features for both training and real-time inference. It supports separate offline storage for batch training and online storage for real-time predictions, while providing access controls, feature discovery, and synchronization across teams.

Independently observed

Hopsworks Feature Store

Provides centralized management of ML features, model artifacts, and deployment. Supports batch and real-time inference pipelines with flexible deployment options including cloud SaaS, on-premises, and air-gapped Kubernetes clusters.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Amazon SageMaker Feature Store

Leader
from $0.00/secondUsage-basedFree tier

Usage-based pricing with per-second compute billing. Free tier includes 250 hours on ml.t3.medium for 2 months. Savings Plans available for committed usage.

  • On-DemandPay per second used, no commitment required
    • Per-second compute billing
    • Real-time inference
    • Batch transform
    • Feature monitoring
    • Data lineage
  • Savings PlansUp to 64% discount with usage commitment
    • Up to 64% savings versus on-demand
    • Flexible across instance families and regions
    • Automatic application to eligible usage
as of verify ↗

Hopsworks Feature Store

HybridFree tier

Free tier (1 project). SaaS usage-based pricing. Custom Enterprise plans.

  • FreeFree
    • 1 project
    • Feature Store
    • Model Registry
    • Community support
  • SaaSUsage-based pricing
    • Unlimited projects
    • Model Serving
    • Platform SLA
  • EnterpriseContact sales
    • All SaaS features
    • On-premise & air-gapped deployment
    • Dedicated support
    • Custom integrations
    • SLA guaranteed
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Amazon SageMaker Feature Store✓
Hopsworks Feature Store✓
CLI
Amazon SageMaker Feature Store✓
Hopsworks Feature Store✓
Deployment
Cloud / SaaS
Amazon SageMaker Feature Store✓
Hopsworks Feature Store✓
Self-hosted
Amazon SageMaker Feature Store✗
Hopsworks Feature Store✓
On-premise
Amazon SageMaker Feature Store✗
Hopsworks Feature Store✓
Hybrid
Amazon SageMaker Feature Store✗
Hopsworks Feature Store✓
Air-gapped
Amazon SageMaker Feature Store✗
Hopsworks Feature Store✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Amazon SageMaker Feature Store

Leader
8 total
  • Apache Spark
  • Amazon S3
  • Amazon Redshift
  • AWS Lake Formation
  • Snowflake
  • Databricks Delta Lake
  • AWS CloudWatch
  • AWS Glue Data Catalog
Independently observed

Hopsworks Feature Store

13 total
  • Amazon AWS (EKS)
  • Google Cloud Platform (GKE, Marketplace)
  • Microsoft Azure (AKS)
  • OVHCloud
  • Kubernetes
  • Apache Iceberg
  • Delta Lake
  • Apache Hudi
  • Great Expectations
  • Slack
  • Ray
  • KServe
  • vLLM
Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.