In the rapidly evolving energy sector, smart grid IoT applications are driving a profound transformation towards a greener and more sustainable future. With advanced technologies integrating renewable energy sources, the approach to energy distribution is undergoing a revolutionary shift. However, alongside these advancements come challenges, from diverse infrastructures to the essential need for predictive maintenance. In this article, we explore the complexities of this landscape and delve int