A new customer paid, then got refunded. Does the buyer disappear?
If a refund quietly rewrites your acquisition count, last month’s “winning channel” can change without anyone noticing why. Keep the events separate.
Our take ↳
Keep the first positive payment event and the later refund event. Then decide which business question the report answers: customers who first paid, customers whose payment was retained, or net cash received. Those are different measures.
For a channel comparison, write down the observation window. A recent cohort has had less time to refund than an older one. Comparing them without that context can flatter the newest campaign.
The useful table has a stable acquisition definition plus explicit refunds and retained revenue. You can revisit the decision when the cohort matures without pretending the original payment never happened.
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