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Pre-roll tracking begins with accurate product and package classification

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API retries should recover temporary failures without creating duplicate events

A payment outage should not be treated as a general POS outage. The register, internet connection, payment processor, terminal, and integration can fail independently, and the response depends on which part of the chain is unavailable

Supplier cost audits compare contracted or expected product cost with purchase orders, receipts, invoices, credits, and the cost stored in the retail system

Order cancellation is an inventory event as well as a customer-service event