# Tangle: An open-source ML experimentation platform built at Shopify scale

DevFeed: [Tangle: An open-source ML experimentation platform built at Shopify scale](<https://devfeed.tech/articles/tangle-an-open-source-ml-experimentation-platform-built-at-shopify-scale-1634.md>)

Original publisher: [Read original article](<https://shopify.engineering/tangle>)

Author: Shopify Engineering

Published: 2025-12-05T15:47:00Z

Content type: article

Language: en

Sources: [Shopify Engineering](<https://devfeed.tech/sources/shopify-engineering.md>), [Shopify Engineering - Shopify Engineering](<https://devfeed.tech/sources/shopify-engineering-shopify-engineering.md>)

Topics: [Machine Learning & Artificial Intelligence](<https://devfeed.tech/topics/machine-learning-artificial-intelligence.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Shopify](<https://devfeed.tech/topics/shopify.md>), [data-engineering](<https://devfeed.tech/topics/data-engineering.md>), [experiments](<https://devfeed.tech/topics/experiments.md>)

Tags: [caching](<https://devfeed.tech/tags/caching.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [collaboration](<https://devfeed.tech/tags/collaboration.md>), [data-engineering](<https://devfeed.tech/tags/data-engineering.md>), [experimentation](<https://devfeed.tech/tags/experimentation.md>), [ml](<https://devfeed.tech/tags/ml.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [pipelines](<https://devfeed.tech/tags/pipelines.md>), [shopify](<https://devfeed.tech/tags/shopify.md>)

## AI overview

Shopify open-sourced Tangle, an ML experimentation platform designed to make experiments reproducible, accelerate iteration, and enable teams to share pipelines and computation. It supports visual ML and data pipelines, cloud execution, and global caching, reducing repeated data preparation, custom pipeline maintenance, and infrastructure costs.

## Source excerpt

Tangle saves months of compute time, makes every experiment automatically reproducible, and allows teammates to share computation without coordination.