Question
Which lifecycle transition is hardest to diagnose for Shopify brands?
I’m researching where Shopify brands lose the most visibility in their customer lifecycle.
Which transition is hardest to diagnose reliably?
1. Subscriber → first purchase
2. First purchase → second purchase
3. Active customer → inactive
4. Failed payment or subscription recovery
What metric do you currently use to decide where to intervene?
I’m not promoting a tool. I’m trying to understand the real workflow before building anything.