As economies grow and societies evolve, the demand for accurate and efficient energy meter reading has surged. Traditional manual meter reading methods are increasingly inadequate, plagued by issues such as errors, delays, and challenges in detecting energy theft or anomalies. The advent of IoT-based smart metering systems offers a transformative solution, enabling remote, real-time monitoring and management of energy usage.