Start with clarity
Geo-segment audit
Find where acquisition, engagement and revenue differ across Malaysian states, cities and user cohorts.
See what is included →Geo-segment analytics · Malaysia
We help Malaysian app teams understand how acquisition, engagement and retention change from one market to the next—then decide what to do about it.
What we analyse
National averages can flatten the markets that need attention. We build a trustworthy view of who your users are, where behaviour shifts and which differences matter enough to act on.
Start with clarity
Find where acquisition, engagement and revenue differ across Malaysian states, cities and user cohorts.
See what is included →Measure local impact
Understand which campaigns create incremental app activity in each target geography.
See what is included →Keep the right users
See how onboarding, repeat use and churn vary by market, device and acquisition source.
See what is included →A clearer working session
“The regional view helped us stop treating Malaysia as one uniform audience. We found an onboarding gap we could actually test with the local team.”
Product lead · Consumer services app, Selangor
We agree on the business decision, usable location level and evidence needed.
We account for channel, tenure, device and data quality before comparing places.
We explain what the data supports, what it does not and where to investigate.
Your team receives a concise readout, prioritised recommendations and test ideas.
Field notes
Why Klang Valley should not be your only lens—and how to choose a geographic level your data can support.
Read article →A measured approach to regional app insight that respects consent, sample size and purpose.
Read article →How to tell a durable product pattern from a temporary fluctuation in a local cohort.
Read article →Bring one real question
Tell us what your team is trying to understand. We will suggest a sensible analysis scope—without asking for more location data than the question needs.