# Featureform vs Vertex AI Feature Store

| Attribute | Featureform | Vertex AI Feature Store |
|---|---|---|
| **Vioscale score** | 47.3 (22% (low)) | 13.7 (3% (low)) |
| activity.commits_last_30d | 60 | - |
| adoption.dependent_repos | 1 | - |
| adoption.github_stars | 76,112 | - |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":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. | Vertex AI Feature Store provides centralized feature management capabilities by layering metadata and online serving functionality on top of BigQuery datasets. It enables teams to store, discover, share, and serve ML features without duplicating data, while supporting embeddings and vector similarity searches. |
| features.capabilities | `{"multi_cloud":true,"rbac_governance":true,"deployment_model":"self-hosted","streaming_features":true,"embeddings_vector_support":true}` | - |
| integrations.count | - | 2 |
| integrations.list | - | `[{"name":"BigQuery"},{"name":"Knowledge Catalog"}]` |
| language.primary | C | - |
| platform.support | `{"cli":true,"mac":true,"linux":true}` | - |
| pricing.free_tier | yes | - |
| pricing.model | freemium | commercial |
| 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 | Vertex AI 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 2026-09-01T14:46:11.802Z. "-" = undocumented, not absent.*