# Amazon SageMaker Feature Store vs Vertex AI Feature Store

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

| Attribute | Amazon SageMaker Feature Store | Vertex AI Feature Store |
|---|---|---|
| **Vioscale score** | 60.5 (62% (medium)) | 13.7 (3% (low)) |
| deployment.options | `{"cloud":true}` | `{"cloud":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. | 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. |
| integrations.count | 8 | 2 |
| 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"}]` | `[{"name":"BigQuery"},{"name":"Knowledge Catalog"}]` |
| market.availability | `{"hqCountry":"US","primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":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 | - |
| pricing.model | freemium | commercial |
| pricing.price_level | low | - |
| pricing.starting_price | `{"amount":0.00004,"currency":"USD"}` | - |
| pricing.transparent | yes | - |
| reliability.status_page | yes | - |
| security.fedramp | yes | - |
| security.gdpr | yes | - |
| security.hipaa | yes | - |
| security.pci | yes | - |

## Capabilities (Feature Stores)

| Capability | Amazon SageMaker Feature Store | Vertex AI Feature Store |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Point in time correctness | - | - |
| Feature registry catalog | - | - |
| Streaming features | - | - |
| On demand transforms | - | - |
| Deployment model | - | - |
| Drift monitoring | - | - |
| Embeddings vector support | - | - |
| Multi cloud | - | - |
| RBAC governance | - | - |
| Lineage tracking | - | - |
| Pricing model | - | - |

*Source: Vioscale. Generated 2026-09-01T17:07:57.829Z. "-" = undocumented, not absent.*