Hopsworks

Open-source feature store for AI applications with both offline and online serving capabilities.

DecliningOpen SourceLow lock-in

Pricing

Free tier

Flat rate

Adoption

Cooling

License

Open Source

Data freshness

Aging · Jun 8, 2026

Overview

What is Hopsworks?

Hopsworks is a data-intensive platform that includes the industry's first open-source feature store. It provides both an offline feature warehouse based on Apache Hive and an online feature serving database using MySQL Cluster, making it suitable for training models and real-time applications.

Key differentiator

Hopsworks stands out as an open-source feature store that supports both offline and online serving, offering flexibility in deployment and integration with popular big data technologies.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

Offline feature warehouse based on Apache Hivemedium

Online feature serving database using MySQL Clustermedium

Support for both batch and real-time data processingmedium

Open-source with AGPL-3.0 licensemedium

Self-hosted deploymentmedium

↓ Weaknesses

Steep learning curve for non-Java developershigh

Primary language is Java, which can be challenging for developers with a background in other languages like Python or JavaScript.

Limited documentation and community supportmedium

The official documentation lacks detailed examples and troubleshooting guides. Community forums are not very active compared to more popular tools.

Performance issues with large-scale data processinghigh

Users have reported slow performance when handling extremely large datasets, which can hinder real-time applications and batch processing efficiency.

Complex setup and configurationmedium

Setting up Hopsworks requires detailed knowledge of both Apache Hive and MySQL Cluster configurations, making it time-consuming for new users.

Fit analysis

Who is it for?

✓ Best for

Organizations needing a self-hosted, open-source solution for feature management in both offline and online contexts.

Teams that require integration with Apache Hive for batch processing and MySQL Cluster for real-time serving.

✕ Not a fit for

Projects requiring cloud-based managed services without the need to manage their own infrastructure

Applications needing a more lightweight or simpler setup than what Hopsworks offers

Cost structure

Pricing

Free Tier

Available

Open source — free to use

Starts at

$0

Model

Flat rate

Enterprise

None

Performance benchmarks

How Fast Is It?

Ecosystem

Relationships

Next step

Get Started with Hopsworks

Step-by-step setup guide with code examples and common gotchas.

View Setup Guide →