2 resources from Zoho Blog we point people to, and the questions each answers.
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Zoho on the two churn predictors that actually work early (usage depth and NPS) plus a worked cohort example. Written for teams without a data function.
Concrete about what changes for the Gulf beyond translation: Arabic and right to left support, dialect differences between countries, local legal and data rules, and showing up at regional events to be taken seriously.