Evidence retention means preserving enough detail to explain why a transaction, inventory adjustment, user action, or exception occurred
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Loyalty programs depend on trusted data. If customer profiles are duplicated, consent is unclear, or points are adjusted without controls, the program can create complaints instead of retention
An ecommerce oversell occurs when a customer orders inventory that is no longer truly available
Cannabis retail KPIs should help managers make decisions, not fill dashboards. The best scorecard combines sales, customer, inventory, labor, fulfillment, and exception metrics so teams can see both performance and operational risk