# Hopsworks Feature Store vs Vertex AI Feature Store

| Attribute | Hopsworks Feature Store | Vertex AI Feature Store |
|---|---|---|
| **Vioscale score** | 43 (26% (low)) | 13.7 (3% (low)) |
| deployment.options | `{"cloud":true,"hybrid":true,"on_prem":true,"air_gapped":true,"self_hosted":true}` | `{"cloud":true}` |
| description.long | Provides centralized management of ML features, model artifacts, and deployment. Supports batch and real-time inference pipelines with flexible deployment options including cloud SaaS, on-premises, and air-gapped Kubernetes clusters. | 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 | 13 | 2 |
| integrations.list | `[{"name":"Amazon AWS (EKS)"},{"name":"Google Cloud Platform (GKE, Marketplace)"},{"name":"Microsoft Azure (AKS)"},{"name":"OVHCloud"},{"name":"Kubernetes"},{"name":"Apache Iceberg"},{"name":"Delta Lake"},{"name":"Apache Hudi"},{"name":"Great Expectations"},{"name":"Slack"},{"name":"Ray"},{"name":"KServe"},{"name":"vLLM"}]` | `[{"name":"BigQuery"},{"name":"Knowledge Catalog"}]` |
| market.availability | `{"hqCountry":"SE","primaryMarkets":["EU","US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | - |
| pricing | `{"type":"hybrid","plans":[{"free":true,"name":"Free","summary":"Free with 1 project, no credit card required","features":["1 project","Feature Store","Model Registry","Community support"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"projects":"1"}},{"free":false,"name":"SaaS","summary":"Usage-based pricing","features":["Unlimited projects","Model Serving","Platform SLA"],"contactSales":false,"includedLimits":{"projects":"unlimited"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["All SaaS features","On-premise & air-gapped deployment","Dedicated support","Custom integrations","SLA guaranteed"],"contactSales":true}],"summary":"Free tier (1 project). SaaS usage-based pricing. Custom Enterprise plans.","currency":"USD","freeTier":true,"sourceUrl":"https://www.hopsworks.ai/pricing","retrievedAt":"2026-08-19T09:09:19.359Z","billingPeriods":["month"]}` | - |
| pricing.free_tier | yes | - |
| pricing.model | freemium | commercial |
| pricing.price_level | low | - |
| pricing.transparent | no | - |

## Capabilities (Feature Stores)

| Capability | Hopsworks 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 2026-09-01T17:29:04.108Z. "-" = undocumented, not absent.*