# Feathr vs Hopsworks Feature Store

**Leader by Vioscale score:** Feathr

| Attribute | Feathr | Hopsworks Feature Store |
|---|---|---|
| **Vioscale score** | 52.4 (35% (low)) | 43 (26% (low)) |
| activity.commits_last_30d | 0 | - |
| adoption.dependent_repos | 1 | - |
| adoption.github_stars | 1,938 | - |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"air_gapped":true,"self_hosted":true}` |
| description.long | 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. | 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. |
| features.capabilities | `{"multi_cloud":true,"pricing_model":"open-source-self-host","rbac_governance":true,"deployment_model":"self-hosted","drift_monitoring":true,"lineage_tracking":true,"streaming_features":true,"on_demand_transforms":true,"feature_registry_catalog":true,"embeddings_vector_support":true,"point_in_time_correctness":true}` | - |
| integrations.count | 6 | 13 |
| integrations.list | `[{"name":"Databricks"},{"name":"Azure Synapse"},{"name":"HDFS"},{"name":"Snowflake"},{"name":"PySpark"},{"name":"Spark SQL"}]` | `[{"name":"Amazon AWS (EKS)"},{"name":"Google Cloud Platform (GKE, Marketplace)"},{"name":"Microsoft Azure (AKS)"},{"name":"OVHCloud"},{"name":"Kubernetes"},{"name":"Apache Iceberg"},{"name":"Delta Lake"},{"name":"Apache Hudi"},{"name":"Great Expectations"},{"name":"Slack"},{"name":"Ray"},{"name":"KServe"},{"name":"vLLM"}]` |
| language.primary | Scala | - |
| license.spdx | Apache-2.0 | - |
| market.availability | - | `{"hqCountry":"SE","primaryMarkets":["EU","US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"open_source","summary":"Open source","freeTier":true,"sourceUrl":"https://feathr-ai.github.io/feathr/","retrievedAt":"2026-08-21T12:41:53.933Z"}` | `{"type":"hybrid","plans":[{"free":true,"name":"Free","summary":"Free with 1 project, no credit card required","features":["1 project","Feature Store","Model Registry","Community support"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"projects":"1"}},{"free":false,"name":"SaaS","summary":"Usage-based pricing","features":["Unlimited projects","Model Serving","Platform SLA"],"contactSales":false,"includedLimits":{"projects":"unlimited"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["All SaaS features","On-premise & air-gapped deployment","Dedicated support","Custom integrations","SLA guaranteed"],"contactSales":true}],"summary":"Free tier (1 project). SaaS usage-based pricing. Custom Enterprise plans.","currency":"USD","freeTier":true,"sourceUrl":"https://www.hopsworks.ai/pricing","retrievedAt":"2026-08-19T09:09:19.359Z","billingPeriods":["month"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | commercial | freemium |
| pricing.price_level | free | low |
| pricing.transparent | yes | no |
| release.cadence_days | 22 | - |
| release.history | `[{"url":"https://github.com/feathr-ai/feathr/releases/tag/v1.0.0","date":"2023-02-28T10:04:15Z","type":"stable","version":"v1.0.0"},{"url":"https://github.com/feathr-ai/feathr/releases/tag/v1.0.0-rc4","date":"2023-02-28T03:55:13Z","type":"prerelease","version":"v1.0.0-rc4"},{"url":"https://github.com/feathr-ai/feathr/releases/tag/v0.10.4-rc3","date":"2023-01-17T08:52:15Z","type":"prerelease","version":"v0.10.4-rc3"},{"url":"https://github.com/feathr-ai/feathr/releases/tag/v0.10.4-rc2","date":"2023-01-17T08:08:51Z","type":"prerelease","version":"v0.10.4-rc2"},{"url":"https://github.com/feathr-ai/feathr/releases/tag/v0.10.4-rc1","date":"2023-01-17T07:18:37Z","type":"prerelease","version":"v0.10.4-rc1"},{"url":"https://github.com/feathr-ai/feathr/releases/tag/v0.10.0-rc1","date":"2022-12-15T15:16:44Z","type":"prerelease","version":"v0.10.0-rc1"},{"url":"https://github.com/feathr-ai/feathr/releases/tag/v0.9.0","date":"2022-11-01T12:42:12Z","type":"stable","version":"v0.9.0"},{"url":"https://github.com/feathr-ai/feathr/releases/tag/v0.8.0","date":"2022-09-23T02:05:10Z","type":"stable","version":"v0.8.0"},{"url":"https://github.com/feathr-ai/feathr/releases/tag/v0.7.2","date":"2022-08-29T13:58:03Z","type":"stable","version":"v0.7.2"},{"url":"https://github.com/feathr-ai/feathr/releases/tag/v0.6.0","date":"2022-07-29T19:05:49Z","type":"stable","version":"v0.6.0"},{"url":"https://github.com/feathr-ai/feathr/releases/tag/v0.5.1","date":"2022-07-29T18:39:01Z","type":"stable","version":"v0.5.1"},{"url":"https://github.com/feathr-ai/feathr/releases/tag/v0.4.0","date":"2022-05-03T02:53:39Z","type":"stable","version":"v0.4.0"},{"url":"https://github.com/feathr-ai/feathr/releases/tag/v0.3.0","date":"2022-04-12T06:03:15Z","type":"stable","version":"v0.3.0"},{"url":"https://github.com/feathr-ai/feathr/releases/tag/v0.2.1","date":"2022-03-23T06:26:44Z","type":"stable","version":"v0.2.1"},{"url":"https://github.com/feathr-ai/feathr/releases/tag/v0.1.0","date":"2022-03-07T07:43:40Z","type":"stable","version":"v0.1.0"}]` | - |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=feathr&per_page=100","last_12m":0,"max_severity":null}` | - |

## Capabilities (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 | - |

*Source: Vioscale. Generated 2026-09-01T14:32:19.221Z. "-" = undocumented, not absent.*