Addressing the ever-growing issue of urban congestion requires cutting-edge strategies. Smart traffic solutions are arising as a effective tool to optimize movement and lessen delays. These systems utilize live data from various origins, including cameras, connected vehicles, and past patterns, to adaptively adjust traffic timing, redirect vehicles