Checkout exit or payment failure? Separating two different leave moments

A completed payment attempt that returns an error is not the same as someone who never taps pay. Both reduce conversion, but they sit on different parts of the path.

Instrument three moments: cart review reached, pay tapped, and payment result returned. Drop-off before pay points to clarity, trust, or total surprises. Failures after pay point to method availability, bank declines, or timeout handling.

Read support tickets from the same week as the funnel window. Phrases about “card declined” or “waiting forever” rarely show up as clean event names.

For teams selling into Thailand, local payment methods and OTP handoffs create extra steps that global funnel templates often skip. Map those handoffs as first-class screens.

Once voluntary exits and failures are split, your prioritized fix list stops mixing copy changes with payment provider tickets.