Regional
Malaysia retail journey patterns
Global journey templates rarely mention festive gifting windows, e-wallet hopping, or the habit of checking stock online before driving to a suburban mall. Malaysian retail teams who ignore these patterns ship dashboards that look international and explain nothing local.
App browse → mall confirm
We repeatedly see customers research on mobile, abandon carts, then complete in-store after touching the product. If your platform only credits app conversion, store staff become invisible heroes — and your charts punish them.
Wallet switches mid-checkout
Payment method changes mid-session are not noise; they are a recovery strategy. Visualize them as edges, not as random payment-error spikes.
Seasonal silence
During certain festive periods, purchase intent goes quiet while gift research spikes. Retention metrics that ignore seasonality create false alarms. Cohort Drift Lab spends a full day on this calendar literacy.