# Shopify lifecycle splits: Kit and HubSpot field notes
Canonical: https://marketinginbox.dev/ja/posts/gen-105-shopify-kit

We ran a working session on Shopify lifecycle splits using Kit and HubSpot. 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...