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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
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
Retail and wholesale workflows describe the same products from different perspectives. The ERP may track purchasing, vendors, costs, and receiving, while the POS focuses on sellable inventory, pricing, and transactions
Permission design determines which employees can view, change, approve, or reverse activity inside a cannabis retail system. Good access rules reduce accidental changes without slowing every transaction
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
Seed-to-sale environments can contain regulatory records, operational records, customer information, financial data, and integration logs. Data ownership defines who in the organization is accountable for the quality and correction of each category
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