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An ecommerce oversell occurs when a customer orders inventory that is no longer truly available

Duplicate customer profiles create more than a messy database. They can split purchase history, loyalty balances, contact preferences, and support notes across records

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

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Multi-location growth creates a tension between central control and local responsibility. Owners want consistent catalogs, permissions, reports, and procedures, while store managers need enough flexibility to solve daily problems quickly

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