Critical infrastructure such as roads, bridges, and water systems can now be monitored with IoT sensors that provide real-time data on asset conditions. Traditional infrastructure management methods are often reactive, but IoT sensors enable continuous monitoring of structural health, helping prevent failures before they occur. The integration of these sensors with advanced analytics allows for smarter, more efficient management of infrastructure, reducing costs and ensuring