Do we need a spare-parts data platform, or should we first prove duplicate exposure from our own operating catalog?
Manufacturing MRO catalogs accumulate duplicates through plant rollups, maintenance autonomy, legacy CMMS migrations, and inconsistent descriptions. Bearing, seal, valve, motor, gasket, filter, and fastener families are routinely duplicated across plant-level item creation and enterprise ERP rollups. The operational consequence is direct: duplicate records fragment on-hand inventory visibility, causing false stockout signals that trigger emergency buys for parts already in stock. Planners trigger unplanned downtime. Scheduled maintenance extends because the right parts were not staged. Every false stockout event is a direct OEE loss — measurable, preventable, and quantifiable before a governance program begins. For SAP-enabled plants, the 2027 ECC end-of-support deadline adds urgency: arriving at S/4HANA migration with an unrationalized material master multiplies remediation cost at 10x the entry rate.