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Metrc problems are easier to fix when the team treats them as a timeline investigation
Multi-store data becomes difficult to compare when every location uses different product names, reason codes, categories, or field conventions. Standardization gives central operations one language for inventory, reporting, and exception analysis
Launch readiness means the store can complete a normal day without relying on vendor staff or improvised workarounds
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Data export capability matters when a retailer changes vendors, responds to an audit, performs financial analysis, or investigates an old transaction
Customer profiles can support loyalty and service, but duplicate records or excessive access weaken data quality and privacy