Shopify
LLM products

Cross-store product clustering across millions of stores

Our short summary of Shopify’s engineering write-up. The full story, with all the detail, is on their blog.

Read the full write-up on shopify.engineering (opens in a new tab)

Problem

Different merchants list the same product in many ways, making it hard to show a unified view.

Solution

They created tiered matching models, graph partitioning, and a learned merge step to cluster billions of listings across stores into a single identifier.

Want the architecture, code and numbers? They’re in the original post.

Read the full write-up on shopify.engineering (opens in a new tab)

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