Engineering and manufacturing teams rely on accurate, connected data — yet most organizations still struggle to keep information flowing cleanly between PLM, PDM, ERP, and MES systems. This article breaks down the practical challenges of product data integration and explores how tools like CLOVER support a digital thread that stays consistent from design through service. You’ll see why data behavior matters, where integrations often fail, and how a structured approach can strengthen everything from change management to digital twins.