Tangle

A visual drag-and-drop editor for building ML pipelines.

Data verified Sep 26, 2026

Pundit
Score

Editorial Verdict

AI-researched, not hands-on tested

Tangle is an open source, self-hostable visual editor for assembling ML pipelines by dragging and connecting nodes instead of hand-writing orchestration code, which mainly helps ML engineers and data scientists who want to build and inspect pipelines visually and value being able to modify the tool themselves. It's a reasonable fit if you already work in ML and prefer an open, editable tool over a hosted SaaS product. The main caveat is that the available data is thin on specifics: there's no detail on which ML frameworks or execution backends it integrates with, how mature the project is, or how well the visual approach holds up for complex pipelines, so it's worth evaluating the repository directly before committing.

Reviewed by AIToolPundit Editorial Team · last verified September 2026

About Tangle

Tangle is an open source, visual drag-and-drop editor for building machine-learning pipelines, letting ML practitioners assemble a pipeline visually instead of writing all the orchestration code by hand. It is aimed at ML engineers and data scientists who want a visual, inspectable way to build and iterate on pipelines and prefer an open source tool they can self-host and modify.

Screenshots

Commonly Cited Strengths & Limitations

Strengths

Fully open source and free, backed by Shopify's ML and engineering team rather than an unproven startup
Visual editor lowers the barrier for building ML pipelines without requiring everyone on the team to code
Content-based caching meaningfully cuts compute cost during iterative experimentation

Limitations

No managed/hosted offering mentioned -- appears self-hosted, requiring the team to run its own infrastructure
As a newer open-source tool, the component library and community size are likely smaller than established ML pipeline tools (e.g. Kubeflow, Airflow)

Details

Pricing Model: Free
Starting Price: Free
Category: Developer Tools

Frequently Asked Questions

Is Tangle free?

Yes, Tangle is free to use.

Does Tangle have an API?

Yes, Tangle provides an API for developers.

Is Tangle open source?

Yes, Tangle is open source.

Is Tangle cloud-based or self-hosted?

Tangle is offered as a cloud-based (SaaS) deployment.

What are the downsides of Tangle?

No managed/hosted offering mentioned -- appears self-hosted, requiring the team to run its own infrastructure Also, As a newer open-source tool, the component library and community size are likely smaller than established ML pipeline tools (e.g. Kubeflow, Airflow)

What is the best alternative to Tangle?

Trickle is the closest alternative to Tangle, followed by Supadev and Groq.

How does Tangle compare to Trickle?

Tangle and Trickle are both used for developer tools. See the full side-by-side comparison for pricing and feature differences.