# Shopify lifecycle splits: Kit vs HubSpot in practice
Canonical: https://campaignweigh.com/ja/posts/thread-165-shopify-lifecycle-splits-kit

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

What surprised us: agent-operable APIs mattered as much as the editor UI. For MC…