Siemens Industrial Edge brings compute and connectivity directly onto the shop floor, where it connects to heterogeneous machines and controllers and runs local apps for industrial connectivity and real-time processing, managed centrally through Siemens’ edge management layer. In parallel, Azure IoT Operations—deployed on Azure Arc-enabled Kubernetes—provides the factory-level, standardized data and operations layer that models and routes industrial data consistently and securely from the site into Azure services. Together, this edge-to-cloud pairing reduces IT/OT integration friction by enabling continuous data flow from industrial assets to Azure IoT Operations, while allowing manufacturers to keep latency-sensitive workloads at the edge. The result is a clear, scalable path from sensor to decision, built on open standards and ready for multi-site rollouts.