Databricks Feature Store
Databricks Feature Store: A broad, governed feature platform for teams already working in Databricks. Ranked #4 of 20 in Feature Store Software by our editors (8.9/10); pricing: Paid; best for databricks users needing integrated feature workflows.
At a glance
- Editor score8.9 / 10
- PricingPaid
- Best forDatabricks users needing integrated feature workflows
- Deployment modelCloud
- Facts checked21 Sep 2026
Where it wins
- Unity Catalog governance with feature and model lineage
- Offline and online stores with point-in-time joins
- Streaming synchronization, monitoring, and serving endpoints
Where it doesn't
- Usage-based pricing varies by cloud, region, services, and contract
- Cloud deployment is centered on the Databricks ecosystem
- Paid product with no open-source edition
Our verdict on Databricks Feature Store
Databricks Feature Store is a centralized registry for features used in AI and machine learning models. It is designed for data scientists, machine learning engineers, and enterprise data teams working in Databricks. Feature tables and declarative feature views are governed through Unity Catalog, while teams can support offline training, batch inference, real-time inference, and low-latency online serving from the same feature workflows.
Its strongest fit is an organization that wants feature management connected to the wider Databricks platform. The product supports Delta tables for offline storage, Databricks Online Feature Stores and supported third-party online stores, point-in-time joins for time-series training data, automatic feature lookup, and feature-serving endpoints with REST API access. Integrations include Unity Catalog, Databricks Lakebase, Amazon DynamoDB, Amazon Aurora, Amazon RDS MySQL, MLflow, Delta Lake, Databricks Model Serving, and Databricks Feature Serving. Streaming feature computation and synchronization add support for continuously updated feature workflows.
Governance and operational visibility are also central to the offering. Feature and model lineage support discovery and tracking, while feature and data monitoring help teams observe production workflows. Pricing is usage-based and varies by cloud provider, region, services, and contract, so the commercial model is more involved than a simple fixed subscription. Databricks Feature Store is a strong choice for teams already invested in Databricks, Unity Catalog, and its serving tools. Organizations seeking an independent, open-source feature store or a platform outside the Databricks cloud ecosystem should consider alternatives.
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Databricks Feature Store pricing
Databricks Feature Store fact sheet
| Free plan | Not verified |
|---|---|
| Paid from | Not verified |
| Online store | Yes |
| Offline store | Yes |
| Point-in-time joins | Yes |
| Feature monitoring | Yes |
| Deployment model | Cloud |
| Serving modes | Both |
| Deployment | Cloud |
| Platforms | Web |
| Support | Email, Tickets, Docs |
| Built for | Mid-market, Enterprise (editorial estimate) |
| Integrations | 9 integrations: Unity Catalog, Databricks Lakebase, Amazon DynamoDB, Amazon Aurora, Amazon RDS MySQL, MLflow … See all → |
| Pricing | Paid (source) |
| Website | docs.databricks.com |
| Facts checked | 21 Sep 2026 |
Databricks Feature Store integrations
Databricks Feature Store lists 9 integrations on its own site.
- Unity Catalog
- Databricks Lakebase
- Amazon DynamoDB
- Amazon Aurora
- Amazon RDS MySQL
- MLflow
- Delta Lake
- Databricks Model Serving
- Databricks Feature Serving
See all Databricks Feature Store integrations →
Alternatives to Databricks Feature Store
- Hopsworks Feature StoreA governed feature store spanning training, serving, monitoring, and deployment.9.4
- FeastA broad, flexible feature store for teams managing training data and online inference.9.3
- ChalkAdvanced serving, versioning, and observability for production ML teams.9.0
See all Databricks Feature Store alternatives →
Databricks Feature Store vs the competition
- Databricks Feature Store vs Hopsworks Feature Store
- Databricks Feature Store vs Feast
- Databricks Feature Store vs Chalk
- Databricks Feature Store vs Snowflake Feature Store
- Databricks Feature Store vs Chronon
- Databricks Feature Store vs Feathr
Compare Databricks Feature Store with any tool side by side →
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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
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