Which number to watch at each funnel stage

One metric per funnel stage: bounce/time for traffic, form completion for capture, checkout-start vs checkout-complete for purchase, and repeat interval for retention. Industry benchmarks vary wildly — your own history is the only benchmark worth targeting.