OpenMLDB

An open-source ML database for consistent feature computation in training and inference.

EstablishedOpen SourceLow lock-in

Pricing

Free tier

Flat rate

Adoption

Stable

License

Open Source

Data freshness

Aging · Jun 8, 2026

Overview

What is OpenMLDB?

OpenMLDB is an open-source machine learning database that provides a feature platform to compute consistent features for both training and inference, ensuring accuracy and reliability in model deployment.

Key differentiator

OpenMLDB stands out by providing consistent feature computation for both training and inference, ensuring the same features are used in development and production environments.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

Consistent feature computation for training and inferencemedium

Supports both online and offline feature processingmedium

High performance with low latencymedium

↓ Weaknesses

Steep learning curve for non-Python developershigh

API requires Python-specific patterns, TypeScript SDK is community-maintained

Frequent breaking changes between versionsmedium

v0.1 to v0.2 migration required rewriting chain definitions

Limited language support beyond C++ and Pythonhigh

Primary SDKs are in C++ and Python, with limited support for other languages like Java or Go

Documentation lacks depth on advanced use casesmedium

Tutorials and examples focus mainly on basic operations; complex scenarios require reverse-engineering the source code

Fit analysis

Who is it for?

✓ Best for

Teams needing consistent feature computation between offline training and online inference

Projects requiring both real-time and batch feature processing capabilities

Developers looking to integrate machine learning features into production systems with low latency

✕ Not a fit for

Users who require a fully managed cloud service without self-hosting

Teams that prefer using proprietary or commercial solutions over open-source tools

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 OpenMLDB

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

View Setup Guide →