Duc Nguyen
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Notes on retention marketing, ecommerce operations, and the data underneath.
Your SMS cost data is probably wrong, and your ROI is wrong with it
A warehouse table quietly dropped 25 of 31 days for one store. Every cost number built on it was understated for two months before anyone checked.
15 Sept 2026
SMS
Data
Post-mortem