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.

Irrigation pivot in an agricultural field

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:

  1. Data Integration: Connected flow meters, pressure sensors, soil probes, and vibration sensors to Azure IoT Hub.
  2. Centralized Data Platform: Landed sensor streams with weather and yield history in an Azure Fabric lakehouse.
  3. Real-time Monitoring: Shipped Power BI dashboards for pivot status, water use, pressure anomalies, soil moisture, and energy.
  4. Predictive Maintenance: Deployed anomaly detection on vibration and time-series models to flag failures before downtime.
  5. 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

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