# Feature Stores

Ranked by the Vioscale composite score: a confidence-weighted blend of independent signals, not user reviews.

| # | Software | Score | Confidence | Vendor |
|--:|---|--:|---|---|
| 1 | [Amazon SageMaker Feature Store](https://www.vioscale.ai/software/amazon-sagemaker-feature-store) | 60.5 | 62% (medium) | - |
| 2 | [Feast](https://www.vioscale.ai/software/feast) | 55.5 | 28% (low) | - |
| 3 | [Feathr](https://www.vioscale.ai/software/feathr) | 52.4 | 35% (low) | - |
| 4 | [Tecton](https://www.vioscale.ai/software/tecton) | 49.5 | 6% (low) | - |
| 5 | [Featureform](https://www.vioscale.ai/software/featureform) | 47.3 | 22% (low) | - |
| 6 | [Hopsworks Feature Store](https://www.vioscale.ai/software/hopsworks-feature-store) | 43 | 26% (low) | - |
| 7 | [Vertex AI Feature Store](https://www.vioscale.ai/software/vertex-ai-feature-store) | 13.7 | 3% (low) | - |
| 8 | [Chalk](https://www.vioscale.ai/software/chalk) | 8.7 | 3% (low) | - |

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*Source: Vioscale (https://www.vioscale.ai/categories/feature-stores).*