Snowflake Feature Store
Snowflake Feature Store: A Snowflake-native feature store for governed batch, streaming, and online serving. Ranked #5 of 20 in Feature Store Software by our editors (8.8/10); pricing: Paid; best for snowflake customers building managed feature pipelines.
At a glance
- Editor score8.8 / 10
- PricingPaid
- Best forSnowflake customers building managed feature pipelines
- Deployment modelCloud
- Founded2012
- Facts checked21 Sep 2026
Where it wins
- Supports Python and SQL transformations across batch and streaming data
- Provides point-in-time correctness, backfills, managed refresh, and online serving
- Includes APIs, monitoring, discovery, and Snowflake ML workflow integrations
Where it doesn't
- Usage-based pricing varies by edition, region, cloud provider, and purchase model
- Advanced governance, connectivity, and resilience features require higher editions
- Its Snowflake-native design may not suit teams seeking a cloud-neutral store
Our verdict on Snowflake Feature Store
Snowflake Feature Store is a cloud-hosted feature management service for data scientists and machine-learning engineers building production pipelines in Snowflake. It supports creating, managing, reusing, and serving features while keeping governed data within the Snowflake environment. Feature views can use Python or SQL transformations, with support for batch and streaming data, offline and online stores, point-in-time-correct retrieval, and both API and web access. It is aimed at teams already standardizing their machine-learning workflows on Snowflake.
Its standout capability is the combination of feature lifecycle management and serving. The service provides point-in-time-correct features and backfills, managed refreshes with automatic updates, and online feature serving through a managed Postgres layer. REST ingestion and query APIs extend access beyond the interface, while monitoring covers refresh, serving, and stream ingestion. Feature discovery in Snowsight, dbt integration, and support for the Snowflake Model Registry connect feature work with surrounding data and model workflows.
Pricing is usage-based through Snowflake and varies by edition, region, cloud provider, and purchasing model. Standard includes core platform functionality, fully managed elastic compute, Snowpark, and data sharing. Enterprise adds multi-cluster compute, granular governance and privacy controls, and extended Time Travel windows. Business Critical adds Tri-Secret Secure, private connectivity, and failover and failback; Virtual Private Snowflake combines Business Critical features with a separate Snowflake environment. Choose it when Snowflake-native governance and managed pipelines are priorities. Teams seeking a cloud-neutral feature store should consider an alternative.
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Snowflake Feature Store pricing
All 4 Snowflake Feature Store plans and prices →
Snowflake 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 |
| Compliance & security | SOC 2, ISO 27001, PCI DSS |
| Support | Community, Docs |
| Built for | Mid-market, Enterprise (editorial estimate) |
| Integrations | 2 integrations: dbt, Snowflake Model Registry |
| Pricing | Paid (source) |
| Website | docs.snowflake.com |
| Facts checked | 21 Sep 2026 |
Snowflake Feature Store integrations
Snowflake Feature Store lists 2 integrations on its own site.
- dbt
- Snowflake Model Registry
Alternatives to Snowflake 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 Snowflake Feature Store alternatives →
Snowflake Feature Store vs the competition
- Snowflake Feature Store vs Hopsworks Feature Store
- Snowflake Feature Store vs Feast
- Snowflake Feature Store vs Chalk
- Snowflake Feature Store vs Databricks Feature Store
- Snowflake Feature Store vs Chronon
- Snowflake Feature Store vs Feathr
Compare Snowflake Feature Store with any tool side by side →
Also Ranked In
Snowflake Feature Store is ranked in 3 of our directories.
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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
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