Agriculture Pivot Monitoring & Optimization
We built IoT monitoring and predictive maintenance for a multi-site grower—cutting water waste and unplanned downtime across irrigation pivots.

KPIs We Tracked
- Water Flow Rate (GPM)
- System Pressure (PSI)
- Soil Moisture Content (%)
- Pivot Motor Vibration Levels
- Energy Consumption (kWh/cycle)
- GPS Location & Speed
- Weather Condition Correlation
Technologies Used
- Azure IoT Hub / Edge
- Azure Fabric / Data Lakehouse
- Microsoft Power BI
- Python (Pandas, Scikit-learn)
- Weather APIs
- LoRaWAN / Cellular IoT
The Challenge
A multi-site grower ran center-pivot irrigation with rising water and energy costs and too many mid-season equipment failures. Their biggest gaps:
- Inefficient Water Use: Uniform watering schedules over- and under-applied water, hurting yield and driving cost.
- Unpredictable Maintenance: Motor, pump, and nozzle failures hit during critical growing windows.
- Rising Energy Costs: No visibility into pump schedules or energy per cycle to optimize run times.
- Scattered Sensor Data: Flow, pressure, soil, and vibration data lived in silos with no actionable view.
What We Built
We delivered an end-to-end monitoring and automation stack:
- Data Integration: Connected flow meters, pressure sensors, soil probes, and vibration sensors to Azure IoT Hub.
- Centralized Data Platform: Landed sensor streams with weather and yield history in an Azure Fabric lakehouse.
- Real-time Monitoring: Shipped Power BI dashboards for pivot status, water use, pressure anomalies, soil moisture, and energy.
- Predictive Maintenance: Deployed anomaly detection on vibration and time-series models to flag failures before downtime.
- Irrigation Optimization: Built schedule recommendations from soil moisture, weather, and crop type to cut water and energy use.
Results
After go-live, the operation achieved:
- 20–40% water savings through precision irrigation instead of guesswork schedules.
- 40–60% less unplanned downtime with proactive maintenance alerts before critical failures.
- Lower energy spend by optimizing pump run windows against demand and weather.
- Stronger crop consistency from more appropriate, timely watering.
- Operational visibility for managers—one dashboard instead of fragmented sensor apps.
Cut water waste and downtime on your fields
Book a free audit. We'll map your irrigation workflows and show where automation pays for itself.
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