Seasonal purchase rhythms we see on Thai storefronts

Publishers serving Thai audiences often notice purchase lifts around New Year, Songkran travel periods, and major mid-year sales windows. The shape of those lifts differs by category: casual entertainment may spike on long weekends, while learning and productivity titles sometimes see steadier weekday spending.

Refund timing shifts too. After gift-heavy periods, we sometimes see delayed reversals as recipients evaluate whether a gifted subscription matches their habits.

If your offer calendar ignores local rhythm and only follows a global template, cohort charts can look noisy without an obvious product cause. Aligning experiment windows with regional calendars makes purchase behavior easier to interpret.

Our Bangkok practice keeps a running note of these patterns when scoping audits for apps with a meaningful share of Thai storefront traffic.