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Why do users keep coming back but never stay longer over time?

Context Win-back campaigns successfully return users to a product that has not addressed the original churn cause — creating a cycle of brief returns and rapid re-churn that campaign metrics report as success.

Symptom The distortion lives in campaign measurement — win-back programs measure success by reactivation rate (the return event) while post-reactivation day-30 retention is almost never tracked as a campaign conversion metric.

Cause Reactivated users return to the same product that failed to retain them — without novelty or patience for friction they encounter unresolved churn causes immediately and depart again at rates fifteen to twenty-five percentage points above originally acquired users.

Impact Win-back spend per durably retained user is eighty-five percent above nominal cost at forty-six percent re-churn — and each subsequent cycle produces shorter retention windows as the reactivatable pool degrades.