Hopsworks Feature Store

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Score7.0

Rank#2 of 17

PriceFree

Free planYes

Runs onAPI, Linux, Self-hosted, Web

Summary

Hopsworks Feature Store is a layer for managing, reusing, and serving machine-learning features. It pairs an offline store based on Apache Hudi tables on HopsFS with an online RonDB key-value store. The platform can generate training datasets using feature values from a historical point in time, helping prevent data leakage. Its Feature Registry offers metadata search, automatic analysis and statistics, version comparison, and access control. Hopsworks also tracks feature distributions, detects drift, and can send alerts. Integrations listed include Airflow, Apache Flink, Databricks, Snowflake, Spark, AWS SageMaker, Vertex AI, and Weights & Biases. Deployment options include managed SaaS, Kubernetes on AWS, Azure, or GCP, and air-gapped data centres. Security features described include encryption at rest and in transit, project-based controls, two-factor authentication, and SSO. The free tier includes one project and community support; SaaS usage is pay as you go, while Enterprise pricing is custom.

Who it is for

Hopsworks presents the platform for data scientists, data engineers, developers, platform and security engineers, and administrators building production AI systems. It suits teams that need both online and offline feature storage and deployment choices from SaaS to air-gapped environments.

What is good

Online and offline feature stores
Creates point-in-time training datasets
Tracks feature drift and can send alerts
Free tier includes one project

What to know first

Free tier includes community support
Enterprise pricing is custom
Self-hosting requires Kubernetes 1.27 or higher

Verdict

Hopsworks combines feature management, historical training data, monitoring, and multiple deployment approaches. The free tier is limited to one project, while SaaS and Enterprise details depend on usage or a custom quote.

Hopsworks Feature Store plans and pricing

All plans

Free Free 1 project · Feature Store + Model Registry · Community support · No credit card required hopsworks.ai · 29 Sept 2026

Enterprise Not published Custom All SaaS features · On-premise and air-gapped deployments · Dedicated support team · Custom integrations · Guaranteed SLA hopsworks.ai · 29 Sept 2026

SaaS Not published Pay as you go Unlimited projects · Feature Store + Model Registry · Model Serving · Usage-based pricing · Community support · Platform SLA hopsworks.ai · 29 Sept 2026

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