Signal Pipeline Fundamentals
Write the event pipeline for trials, paywalls, restores, refunds, and tax. Produce a dashboard spec that product and finance can both defend. Live evenings, Bangkok time, with recordings.
Programmes
Every Apieventstack programme assumes you already have an app in market. We do not teach SQL from zero or how to “think like a data scientist.” We teach how freemium revenue is measured, argued about, and eventually believed.
Write the event pipeline for trials, paywalls, restores, refunds, and tax. Produce a dashboard spec that product and finance can both defend. Live evenings, Bangkok time, with recordings.
Design the clock for first paywall impression, hard wall, and soft prompts. Log exposure without inflating funnel conversion. Includes a worked critique of day-zero walls on utility apps.
Compute LTV from first paid receipt, handle holiday spikes, and stop mixing organic and paid cohorts. Built around a casual puzzle export students actually open in class.
Join store settlement files to your event stream. Cover family sharing, grace periods, and refunds that land after the cohort report has already been circulated.
When ads and IAP share a user, last-click stories fall apart. We map allowed credit rules and the reports you should refuse to automate.
A narrow clinic for teams whose identity graph breaks when a user restores on a second device or refunds a subscription mid-cycle.