Addressing the ever-growing problem of urban congestion requires cutting-edge strategies. Smart traffic platforms are appearing as a effective tool to optimize movement and lessen delays. These approaches utilize real-time data from various origins, including sensors, integrated vehicles, and past patterns, to adaptively adjust traffic timing, redi