First-deposit optimization
Myth: "Optimize toward first deposit and the LTV takes care of itself."
Everyone optimizes to the conversion event the network pays on — first deposit — and assumes lifetime value rides along. In dating it often inversely correlates. The cheapest path to a first deposit is hard urgency, exaggerated match promises, and impulse triggers. That exact funnel selects for users who deposit once, feel let down when the inbox goes quiet, and never recur. You hit your CPA target and built a cohort with the retention of a soap bubble.
This is why two sources at the same CPA can have a 4x gap in revenue-share or rebill value. The dashboard says they're identical. The advertiser's day-30 numbers say one is a customer and the other is a refund risk. Eventually the advertiser reprices or drops the worse source — and you never knew which lever caused it.
If you can see any post-deposit signal, optimize to it. First deposit is a milestone, not a goal.
Reality: The funnel that minimizes cost-per-first-deposit often maximizes churn, so 'LTV takes care of itself' is exactly backwards.
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First-deposit optimization
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