IoT-based preventive maintenance solution for roofs using smart snow sensors (real-time steel-strain) and roof-drain sensors (drain water-level monitoring) with analytics software. Cross-references sensor data with weather forecasts and sends preventive alerts to organizations when measurements approach predefined limits or show anomalies.