How to read province-level retention without overreacting
Small provinces can look volatile week to week. Here is a calmer way to judge whether a Thai market is actually slipping.
Field notes
Short articles on reading location-aware app audiences—retention by province, city clusters, ASEAN launch checks, and audience quality behind regional spend.
City clusters versus raw GPS pins for audience reviews
Raw coordinates feel precise, yet clustered cities often tell a clearer story for marketing and product decisions.
A practical geo checklist before an ASEAN app launch
Before you open spend in a neighbouring country, confirm that location fields and reporting cuts will survive the first month.
When regional spend looks healthy but audience quality is weak
Cheap installs from a province can still be a poor trade if those users never return. Here is what to inspect next.