Sensor data from field sites into an Azure analytics platform
- Situation
- An operator collects pump and compressor readings in a historian at each site, and engineers export spreadsheets to spot equipment problems.
- Approach
- We stream readings through Azure IoT Hub and Event Hubs into a lakehouse, join them with maintenance records from SAP, and train failure-prediction models in Azure Machine Learning. Alerts create work orders in the maintenance system.
- Outcome
- Engineers see equipment health across sites in one place, and likely failures raise a work order before a shutdown.