# Feast vs Featureform

| Attribute | Feast | Featureform |
|---|---|---|
| **Vioscale score** | 55.5 (28% (low)) | 47.3 (22% (low)) |
| activity.commits_last_30d | 73 | 60 |
| adoption.dependent_repos | 140 | 1 |
| adoption.github_stars | 7,230 | 76,112 |
| deployment.options | `{"cloud":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | A framework that manages feature data pipelines and serves structured features to machine learning models during both training and real-time inference at scale. | 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. |
| features.capabilities | - | `{"multi_cloud":true,"rbac_governance":true,"deployment_model":"self-hosted","streaming_features":true,"embeddings_vector_support":true}` |
| integrations.count | 21 | - |
| integrations.list | `[{"name":"Apache Iceberg"},{"name":"Databricks"},{"name":"Snowflake"},{"name":"AWS Glue"},{"name":"AWS EMR"},{"name":"Unity Catalog"},{"name":"Hadoop"},{"name":"DynamoDB"},{"name":"Redis"},{"name":"PostgreSQL"},{"name":"MySQL"},{"name":"MongoDB"},{"name":"Milvus"},{"name":"ClickHouse"},{"name":"FAISS"},{"name":"Apache Spark"},{"name":"MLflow"},{"name":"OpenLineage"},{"name":"dbt"},{"name":"Amundsen"},{"name":"DataHub"}]` | - |
| language.primary | Python | C |
| license.spdx | Apache-2.0 | - |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"mac":true,"linux":true}` |
| pricing | `{"type":"open_source","freeTier":true,"sourceUrl":"https://feast.dev","retrievedAt":"2026-08-20T16:33:03.494Z"}` | - |
| pricing.free_tier | yes | yes |
| pricing.model | open_source | freemium |
| pricing.price_level | free | - |
| release.cadence_days | 25 | - |
| release.history | `[{"url":"https://github.com/feast-dev/feast/releases/tag/v0.66.0","date":"2026-08-21T03:31:12Z","type":"stable","version":"v0.66.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.65.0","date":"2026-07-20T13:28:11Z","type":"stable","version":"v0.65.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.64.0","date":"2026-06-13T11:22:15Z","type":"stable","version":"v0.64.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.63.0","date":"2026-05-04T03:44:33Z","type":"stable","version":"v0.63.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.62.0","date":"2026-04-08T14:26:38Z","type":"stable","version":"v0.62.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.61.0","date":"2026-03-10T20:00:19Z","type":"stable","version":"v0.61.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.60.0","date":"2026-02-17T13:52:47Z","type":"stable","version":"v0.60.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.59.0","date":"2026-01-16T21:11:22Z","type":"stable","version":"v0.59.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.58.0","date":"2025-12-16T17:51:30Z","type":"stable","version":"v0.58.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.57.0","date":"2025-11-13T20:26:30Z","type":"stable","version":"v0.57.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.56.0","date":"2025-10-27T20:28:47Z","type":"stable","version":"v0.56.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.55.0","date":"2025-10-14T14:37:37Z","type":"stable","version":"v0.55.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.54.0","date":"2025-09-30T12:39:46Z","type":"stable","version":"v0.54.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.53.0","date":"2025-08-30T03:55:37Z","type":"stable","version":"v0.53.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.52.0","date":"2025-08-14T13:19:27Z","type":"stable","version":"v0.52.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.51.0","date":"2025-07-21T20:53:16Z","type":"stable","version":"v0.51.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.50.0","date":"2025-07-01T03:10:16Z","type":"stable","version":"v0.50.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.49.0","date":"2025-04-29T13:15:59Z","type":"stable","version":"v0.49.0"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.48.1","date":"2025-04-08T17:38:35Z","type":"stable","version":"v0.48.1"},{"url":"https://github.com/feast-dev/feast/releases/tag/v0.48.0","date":"2025-04-07T18:33:18Z","type":"stable","version":"v0.48.0"}]` | `[{"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 | 5.7 | 6.8 |
| security.vulnerabilities | `{"count":2,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=feast&per_page=100","last_12m":1,"max_severity":"HIGH"}` | `{"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 | Feast | Featureform |
|---|:--:|:--:|
| **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 2026-09-01T15:02:44.557Z. "-" = undocumented, not absent.*