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Build ML and data pipelines collaboratively

Tangle is an open source, platform-agnostic experimentation platform with a powerful drag-and-drop editor – no setup required.

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Developed by Shopify ML and software engineers to democratize machine learning pipeline development.

Open SourceOpen Source

Access publicly available code and contribute to the future of visual ML pipeline development.

Powerful Features for ML Teams

Drag & Drop Pipeline Editing

Create complex ML workflows with a powerful visual editor. Connect components, configure arguments, and build pipelines– with or without writing code.

Drag and drop interface showing pipeline components

Build Pipelines Together

Clone, edit and run any pipeline as you see fit. Choose from reusable modules in the component library or add your own.

A list of pipelines runs from many different users

Any Language, Any Framework

Tangle is platform agnostic. Wrap your existing code in a container using the in-app editor.

In-app editor wizard

Advanced Execution Caching

Cache intermediate results to accelerate experimentation. Content-based caching saves significant time and compute costs.

Pipeline execution page

Ready to Build Your First Pipeline?

Start creating machine learning workflows in minutes. Try our example pipelines or dive straight into the documentation.

Get Started Get StartedTry Example Pipelines Try Example PipelinesView DocumentationView Documentation

Get in Touch

Have questions about Tangle? Our team is here to help you get started with visual ML pipeline development.

Discussions
Discuss

Share your feedback and ideas

Issues
Report Issues

Found a bug? Let us know!

Open Source

Tangle is built on open-source foundations. Contribute, report issues, or explore the codebase on GitHub.

Backend Repository
Backend Repository

github.com/tangleml/tangle

Frontend Repository
Frontend Repository

github.com/tangleml/tangle-ui