# Amazon SageMaker Feature Store vs Featureform

**Leader by Vioscale score:** Amazon SageMaker Feature Store

| Attribute | Amazon SageMaker Feature Store | Featureform |
|---|---|---|
| **Vioscale score** | 60.5 (62% (medium)) | 47.3 (22% (low)) |
| activity.commits_last_30d | - | 60 |
| adoption.dependent_repos | - | 1 |
| adoption.github_stars | - | 76,112 |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | A unified storage system that enables organizations to manage machine learning features for both training and real-time inference. It supports separate offline storage for batch training and online storage for real-time predictions, while providing access controls, feature discovery, and synchronization across teams. | 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 | 8 | - |
| integrations.list | `[{"name":"Apache Spark"},{"name":"Amazon S3"},{"name":"Amazon Redshift"},{"name":"AWS Lake Formation"},{"name":"Snowflake"},{"name":"Databricks Delta Lake"},{"name":"AWS CloudWatch"},{"name":"AWS Glue Data Catalog"}]` | - |
| language.primary | - | C |
| market.availability | `{"hqCountry":"US","primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"mac":true,"linux":true}` |
| pricing | `{"type":"usage","plans":[{"free":false,"name":"On-Demand","summary":"Pay per second used, no commitment required","features":["Per-second compute billing","Real-time inference","Batch transform","Feature monitoring","Data lineage"],"components":[{"per":{"qty":1,"unit":"second"},"kind":"metered","amount":0.00004,"currency":"USD"}],"description":"Pay-as-you-go pricing with no minimum fees or upfront commitments, charged per second for compute and per GB for data processing","contactSales":false},{"free":false,"name":"Savings Plans","summary":"Up to 64% discount with usage commitment","features":["Up to 64% savings versus on-demand","Flexible across instance families and regions","Automatic application to eligible usage"],"commitment":"annual","description":"Flexible usage-based pricing model with commitment to consistent usage levels, providing up to 64% cost reduction","contactSales":false}],"summary":"Usage-based pricing with per-second compute billing. Free tier includes 250 hours on ml.t3.medium for 2 months. Savings Plans available for committed usage.","currency":"USD","freeTier":true,"sourceUrl":"https://aws.amazon.com/sagemaker/ai/pricing/","retrievedAt":"2026-08-19T09:07:38.229Z","startingPrice":{"unit":"second","amount":0.00004,"currency":"USD"},"billingPeriods":["month"]}` | - |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | - |
| pricing.starting_price | `{"amount":0.00004,"currency":"USD"}` | - |
| pricing.transparent | yes | - |
| 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"}]` |
| reliability.status_page | yes | - |
| security.fedramp | yes | - |
| security.gdpr | yes | - |
| security.hipaa | yes | - |
| security.pci | yes | - |
| 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 | Amazon SageMaker Feature Store | 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 2026-09-01T16:54:22.519Z. "-" = undocumented, not absent.*