Addressing the ever-growing issue of urban flow requires advanced strategies. Smart traffic solutions are appearing as a effective resource to enhance circulation and reduce delays. These systems utilize live data from various sources, including devices, integrated vehicles, and historical trends, to intelligently adjust light timing, redirect vehi