Comparison

Feathr vs Hopsworks Feature Store

On the evidence we track, Feathr leads this comparison with a composite score of 52/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Feathr full profile →Hopsworks Feature Store full profile →

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★Feathr52

Hopsworks Feature Store43

Attribute comparison across 2 tools
Attribute	FeathrLeader	Hopsworks Feature Store
Vioscale score	52 / 100low · 35%updating	43 / 100low · 26%updating
Pricing
Free tierpricing.free_tier	✓	✓
Modelpricing.model	commercial	freemium
Price levelpricing.price_level	free	low
Transparentpricing.transparent	✓	✗
Integrations
Countintegrations.count	6	13
Security
Vulnerabilitiessecurity.vulnerabilities	Count: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=feathr&per_page=100 · Last 12m: 0	-
Adoption
Dependent reposadoption.dependent_repos	1	-
Github starsadoption.github_stars	1,938	-
Activity
Commits last 30dactivity.commits_last_30d	0	-
Release
Cadence daysrelease.cadence_days	22	-
Historyrelease.history	15 items	-
License
Spdxlicense.spdx	Apache-2.0	-
Language
Primarylanguage.primary	Scala	-
Market
Availabilitymarket.availability	-	Available worldwide · Popular in EU, US · HQ SE

Score

Vioscale score

Feathr52 / 100low · 35%updating

Hopsworks Feature Store43 / 100low · 26%updating

Pricing

Free tier

Feathr✓

Hopsworks Feature Store✓

Model

Feathrcommercial

Hopsworks Feature Storefreemium

Price level

Feathrfree

Hopsworks Feature Storelow

Transparent

Feathr✓

Hopsworks Feature Store✗

Integrations

Count

Feathr6

Hopsworks Feature Store13

Security

Vulnerabilities

FeathrCount: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=feathr&per_page=100 · Last 12m: 0

Hopsworks Feature Store–

Adoption

Dependent repos

Feathr1

Hopsworks Feature Store–

Github stars

Feathr1,938

Hopsworks Feature Store–

Activity

Commits last 30d

Feathr0

Hopsworks Feature Store–

Release

Cadence days

Feathr22

Hopsworks Feature Store–

History

Feathr15 items

Hopsworks Feature Store–

License

Spdx

FeathrApache-2.0

Hopsworks Feature Store–

Language

Primary

FeathrScala

Hopsworks Feature Store–

Market

Availability

Feathr–

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.

Capability comparison for Feature Stores
Capability	Feathr	Hopsworks Feature Store
Capabilities
Point in time correctness	✓	-
Feature registry catalog	✓	-
Streaming features	✓	-
On demand transforms	✓	-
Deployment model	Self hosted	-
Drift monitoring	✓	-
Embeddings vector support	✓	-
Multi cloud	✓	-
RBAC governance	✓	-
Lineage tracking	✓	-
Pricing model	Open source self host	-

Capabilities

Point in time correctness

Feathr✓

Hopsworks Feature Store-

Feature registry catalog

Feathr✓

Hopsworks Feature Store-

Streaming features

Feathr✓

Hopsworks Feature Store-

On demand transforms

Feathr✓

Hopsworks Feature Store-

Deployment model

FeathrSelf hosted

Hopsworks Feature Store-

Drift monitoring

Feathr✓

Hopsworks Feature Store-

Embeddings vector support

Feathr✓

Hopsworks Feature Store-

Multi cloud

Feathr✓

Hopsworks Feature Store-

RBAC governance

Feathr✓

Hopsworks Feature Store-

Lineage tracking

Feathr✓

Hopsworks Feature Store-

Pricing model

FeathrOpen source self host

Hopsworks Feature Store-

What each one is

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

Feathr

Leader

A data engineering framework that enables teams to build feature transformations, register and catalog them centrally, and compute them correctly for AI training and production inference. It provides batch and streaming feature computation with integration to Databricks, Azure Synapse, and other data platforms.

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.

Feathr

Leader

Open sourceFree tier

Open source

as of 2026-08-21verify ↗

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 2026-08-19verify ↗

Platform & deployment

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

Platform and deployment support comparison
Supports	Feathr	Hopsworks Feature Store
WebPlatforms	✓	✓
CLIPlatforms	✓	✓
Cloud / SaaSDeployment	✓	✓
Self-hostedDeployment	✓	✓
On-premiseDeployment	✗	✓
HybridDeployment	✗	✓
Air-gappedDeployment	✗	✓

Platforms

Web

Feathr✓

Hopsworks Feature Store✓

CLI

Feathr✓

Hopsworks Feature Store✓

Deployment

Cloud / SaaS

Feathr✓

Hopsworks Feature Store✓

Self-hosted

Feathr✓

Hopsworks Feature Store✓

On-premise

Feathr✗

Hopsworks Feature Store✓

Hybrid

Feathr✗

Hopsworks Feature Store✓

Air-gapped

Feathr✗

Hopsworks Feature Store✓

Integrations

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

Feathr

Leader

6 total

Databricks
Azure Synapse
HDFS
Snowflake
PySpark
Spark SQL

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.