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The Smart Factory Data Blueprint: How to Build a Scalable Industrial Data Architecture for Real-Time Operations, AI, and Continuous Improvement

Most smart factory programs do not stall because of vision—they stall because plant data remains fragmented across PLCs, SCADA, MES, historians, quality systems, maintenance platforms, and enterprise analytics tools. This guide lays out a practical smart factory data blueprint for manufacturers that want to move from disconnected dashboards to a scalable, secure, and AI-ready industrial data backbone. It explains the architecture layers, governance model, contextualization approach, rollout roadmap, KPI framework, and executive decisions required to turn raw OT and IT signals into operational advantage.