# Featureform vs Hopsworks Feature Store

| Attribute | Featureform | Hopsworks Feature Store |
|---|---|---|
| **Vioscale score** | 47.3 (22% (low)) | 43 (26% (low)) |
| activity.commits_last_30d | 60 | - |
| adoption.dependent_repos | 1 | - |
| adoption.github_stars | 76,112 | - |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"air_gapped":true,"self_hosted":true}` |
| description.long | 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. | 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,"rbac_governance":true,"deployment_model":"self-hosted","streaming_features":true,"embeddings_vector_support":true}` | - |
| integrations.count | - | 13 |
| integrations.list | - | `[{"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 | C | - |
| market.availability | - | `{"hqCountry":"SE","primaryMarkets":["EU","US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"mac":true,"linux":true}` | `{"cli":true,"web":true}` |
| pricing | - | `{"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 | freemium | freemium |
| pricing.price_level | - | low |
| pricing.transparent | - | no |
| release.history | `[{"url":"https://github.com/redis/redis/releases/tag/8.10.1","date":"2026-08-17T16:44:04Z","type":"stable","version":"8.10.1"},{"url":"https://github.com/redis/redis/releases/tag/8.8.2","date":"2026-08-17T16:41:01Z","type":"stable","version":"8.8.2"},{"url":"https://github.com/redis/redis/releases/tag/8.6.6","date":"2026-08-17T16:39:37Z","type":"stable","version":"8.6.6"},{"url":"https://github.com/redis/redis/releases/tag/8.4.6","date":"2026-08-17T16:38:05Z","type":"stable","version":"8.4.6"},{"url":"https://github.com/redis/redis/releases/tag/8.2.9","date":"2026-08-17T16:36:23Z","type":"stable","version":"8.2.9"},{"url":"https://github.com/redis/redis/releases/tag/7.4.11","date":"2026-08-17T16:33:09Z","type":"stable","version":"7.4.11"},{"url":"https://github.com/redis/redis/releases/tag/7.2.16","date":"2026-08-17T16:30:32Z","type":"stable","version":"7.2.16"},{"url":"https://github.com/redis/redis/releases/tag/6.2.24","date":"2026-08-17T16:28:20Z","type":"stable","version":"6.2.24"},{"url":"https://github.com/redis/redis/releases/tag/8.10.0","date":"2026-07-29T17:20:06Z","type":"stable","version":"8.10.0"},{"url":"https://github.com/redis/redis/releases/tag/8.8.1","date":"2026-07-23T19:30:31Z","type":"stable","version":"8.8.1"},{"url":"https://github.com/redis/redis/releases/tag/8.6.5","date":"2026-07-23T19:27:27Z","type":"stable","version":"8.6.5"},{"url":"https://github.com/redis/redis/releases/tag/8.4.5","date":"2026-07-23T19:24:29Z","type":"stable","version":"8.4.5"},{"url":"https://github.com/redis/redis/releases/tag/8.2.8","date":"2026-07-23T19:20:47Z","type":"stable","version":"8.2.8"},{"url":"https://github.com/redis/redis/releases/tag/7.4.10","date":"2026-07-23T18:01:58Z","type":"stable","version":"7.4.10"},{"url":"https://github.com/redis/redis/releases/tag/7.2.15","date":"2026-07-23T17:57:28Z","type":"stable","version":"7.2.15"},{"url":"https://github.com/redis/redis/releases/tag/6.2.23","date":"2026-07-23T17:52:11Z","type":"stable","version":"6.2.23"},{"url":"https://github.com/redis/redis/releases/tag/8.10-rc2","date":"2026-07-20T18:23:28Z","type":"prerelease","version":"8.10-rc2"},{"url":"https://github.com/redis/redis/releases/tag/8.10-rc1","date":"2026-07-20T15:10:45Z","type":"prerelease","version":"8.10-rc1"},{"url":"https://github.com/redis/redis/releases/tag/8.6.4","date":"2026-06-04T16:36:44Z","type":"stable","version":"8.6.4"},{"url":"https://github.com/redis/redis/releases/tag/8.4.4","date":"2026-06-04T16:35:27Z","type":"stable","version":"8.4.4"}]` | - |
| security.scorecard | 6.8 | - |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=redisex&per_page=100","last_12m":0,"max_severity":null}` | - |

## Capabilities (Feature Stores)

| Capability | Featureform | 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 | - | - |

*Source: Vioscale. Generated 2026-09-01T17:06:38.868Z. "-" = undocumented, not absent.*