vioscale
Comparison

Featureform vs Hopsworks Feature Store

No leader: the top candidate Featureform has only 0.22 confidence (low), below the 0.35 needed to declare a winner. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Featureform full profile →Hopsworks Feature Store full profile →
Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Featureform47
Hopsworks Feature Store43
Score
Vioscale score
Featureform47 / 100low · 22%
Hopsworks Feature Store43 / 100low · 26%
Pricing
Free tier
Featureform✓
Hopsworks Feature Store✓
Model
Featureformfreemium
Hopsworks Feature Storefreemium
Price level
Featureform–
Hopsworks Feature Storelow
Transparent
Featureform–
Hopsworks Feature Store✗
Integrations
Count
Featureform–
Hopsworks Feature Store13
Security
Scorecard
Featureform6.8
Hopsworks Feature Store–
Vulnerabilities
Adoption
Dependent repos
Featureform1
Hopsworks Feature Store–
Github stars
Featureform76,112
Hopsworks Feature Store–
Activity
Commits last 30d
Featureform60
Hopsworks Feature Store–
Release
History
Featureform20 items
Hopsworks Feature Store–
Language
Primary
FeatureformC
Hopsworks Feature Store–
Market
Availability
Featureform–
Hopsworks Feature StoreAvailable worldwide · Popular in EU, US · HQ SE

Capabilities

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

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

What each one is

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

Featureform

A high-performance, in-memory database and cache engine that stores various data structures natively and enables real-time analytics, semantic search, and complex queries with sub-millisecond latency. Supports open-source self-managed deployment and fully managed cloud services.

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.

Featureform

Pricing not documented yet.

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
Featureform✗
Hopsworks Feature Store✓
macOS
Featureform✓
Hopsworks Feature Store✗
Linux
Featureform✓
Hopsworks Feature Store✗
CLI
Featureform✓
Hopsworks Feature Store✓
Deployment
Cloud / SaaS
Featureform✓
Hopsworks Feature Store✓
Self-hosted
Featureform✓
Hopsworks Feature Store✓
On-premise
Featureform✗
Hopsworks Feature Store✓
Hybrid
Featureform✗
Hopsworks Feature Store✓
Air-gapped
Featureform✗
Hopsworks Feature Store✓

Integrations

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

Featureform

Not documented yet.

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.