Databases (Core)

OpenMLDB

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

Status
Generally available
Last checked
Checked · Oct 10, 2026
License
Open source
Pricing
Free tier · from $0

What it is

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.

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

When it fits — and when it doesn’t

A good fit 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

Look elsewhere if

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

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

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Limited language support beyond C++ and Python

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

  2. 02

    Documentation lacks depth on advanced use cases

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

What it does well

  • Consistent feature computation for training and inference

  • Supports both online and offline feature processing

  • High performance with low latency

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up OpenMLDB

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →
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OpenMLDB — tracked on AI Navigator

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