How to read plan-switch timing against billing dates
Most plan changes cluster near renewal. Here is a practical way to separate billing-driven switches from product-driven ones.
Field notes
Writing from account and plan switch work
Short pieces rooted in the questions that come up during audits: timing against billing dates, messy account labels, downgrade paths, and how to prepare.
Why account-type labels distort switch counts
If personal, team, and organisation accounts share events, your switch rates will lie. A short checklist for cleaner definitions.
Tracing downgrade paths in membership apps
Downgrades are not a single action. Mapping the intermediate steps reveals where people pause, reverse, or leave entirely.
What to gather before a switch behaviour audit
A preparation list for Malaysian product teams: plan catalogue, event glossary, and the decisions the audit should influence.