Hopsworks Feature Store
Ranked in Feature Store Software ·Free plan
About
Hopsworks Feature Store is a platform for managing, reusing, and serving machine-learning features. It combines an offline store built on Apache Hudi tables on HopsFS with an online RonDB key-value store. It can generate training datasets from feature values as they existed at a historical point, helping teams avoid data leakage. The Feature Registry provides metadata search, automatic feature analysis and statistics, version comparison, and access controls. Hopsworks also tracks feature distributions, detects drift, and can send alerts. Listed integrations include Airflow, Apache Flink, Databricks, Snowflake, Spark, AWS SageMaker, Vertex AI, and Weights & Biases. Deployment choices include managed SaaS, Kubernetes on AWS, Azure, or GCP, and air-gapped data centres. The installer documentation lists AWS EKS, Google GKE, Azure AKS, and OVHCloud; it requires Kubernetes 1.27 or higher and recommends at least four to five nodes. The free plan includes one project and community support. SaaS is pay as you go; Enterprise pricing is custom.
Who it is for
It is aimed at data scientists, data engineers, developers, and platform or security teams building production AI systems. It can fit teams seeking managed SaaS or self-hosted and air-gapped deployment options.
What is good
- Pairs offline Apache Hudi and online RonDB storage.
- Historical feature state supports point-in-time training datasets.
- Registry includes search, analysis, version comparison, and access control.
- Lists integrations with Airflow, Spark, and cloud ML platforms.
- Free plan includes one project and community support.
What to know first
- Self-hosting requires Kubernetes 1.27 or higher.
- Installer documentation recommends at least four to five nodes.
- Enterprise pricing is custom and not listed.
Verdict
Hopsworks brings feature storage, registry functions, monitoring, and deployment options into one platform. Its free tier is limited to one project, while self-hosting has stated Kubernetes requirements.
Compared on feature store software
- Free plan
- Yeshopsworks.ai
- Online store
- Yeshopsworks.ai
- Offline store
- Yeshopsworks.ai
- Point-in-time joins
- Yeshopsworks.ai
- Feature monitoring
- Yeshopsworks.ai
- Deployment model
- bothhopsworks.ai
- Serving modes
- bothhopsworks.ai
Facts
- Product
- Hopsworks describes its Feature Store as a managed layer for managing, reusing, and serving machine-learning features.hopsworks.ai · 29 Sept 2026
- Online and offline storage
- The Feature Store pairs an offline store based on Apache Hudi tables on HopsFS with an online RonDB key-value store.hopsworks.ai · 29 Sept 2026
- Point-in-time training data
- The platform can generate training datasets that reflect feature state at a historical point to prevent data leakage.hopsworks.ai · 29 Sept 2026
- Feature registry
- The Feature Registry offers metadata search, automatic feature analysis and statistics, version comparison, and access control.hopsworks.ai · 29 Sept 2026
- Integrations
- Listed integrations include Airflow, Apache Flink, Databricks, Snowflake, Spark, AWS SageMaker, Vertex AI, and Weights & Biases.hopsworks.ai · 29 Sept 2026
- Deployment options
- The documentation describes managed SaaS and deployment on AWS, Azure, or GCP Kubernetes, as well as air-gapped data centres.docs.hopsworks.ai · 29 Sept 2026
- Self-hosting requirements
- The Kubernetes installer page lists AWS EKS, Google GKE, Azure AKS, and OVHCloud, Kubernetes 1.27 or higher, and recommends at least 4–5 nodes.hopsworks.ai · 29 Sept 2026
- Security
- The security page describes encryption at rest and in transit, project-based access controls, and authentication options including two-factor authentication and SSO.hopsworks.ai · 29 Sept 2026
- Certifications
- Hopsworks states that it is certified under ISO 27001 and SOC 2 Type 2 and is GDPR compliant.hopsworks.ai · 29 Sept 2026
- Support
- The Free and SaaS pricing tiers list community support; Enterprise lists a dedicated support team.hopsworks.ai · 29 Sept 2026
- Who it is for
- Hopsworks presents the platform for data scientists, data engineers, developers, platform engineers, security engineers, and administrators building production AI systems.docs.hopsworks.ai · 29 Sept 2026
- Company
- Hopsworks says it was founded in 2017 and lists offices in Palo Alto, London, and Stockholm.hopsworks.ai · 29 Sept 2026
Company
- Founded
- 2017hopsworks.ai · 23 Sept 2026
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Where it ranks on Inferse
Sources
- hopsworks.ai/product-capabilities/feature-store· checked 29 Sept 2026
- hopsworks.ai/integrations· checked 29 Sept 2026
- docs.hopsworks.ai/latest/· checked 29 Sept 2026
- hopsworks.ai/pricing· checked 29 Sept 2026
- hopsworks.ai/security-compliance· checked 29 Sept 2026
- hopsworks.ai/about-us· checked 29 Sept 2026
- hopsworks.ai· checked 23 Sept 2026