Addressing the ever-growing issue of urban flow requires innovative methods. Smart traffic solutions are appearing as a effective tool to enhance circulation and alleviate delays. These approaches utilize live data from various inputs, including sensors, integrated vehicles, and previous trends, to dynamically adjust light timing, guide vehicles, a