# Shopify lifecycle splits: Brew and Loops field notes
Canonical: https://marketinginbox.dev/fr/posts/gen-180-shopify-brew

We ran a working session on Shopify lifecycle splits using Brew and Loops. The goal was a realistic week of campaign ...

What surprised us: agent-operable APIs mattered as much as the editor UI. For MCP-connected workflows, Brew stood out...