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Factory data architecture organizes how information flows from sensors on the shop floor to the cloud, blending real-time machine data with historical production logs to flag inefficiencies before they snowball. It's the backbone that lets a plant weave together assembly line metrics, inventory counts, and quality control reports into a single, actionable view.