Addressing the ever-growing problem of urban flow requires innovative methods. Smart traffic solutions are emerging as a powerful resource to optimize circulation and reduce delays. These approaches utilize live data from various inputs, including sensors, connected vehicles, and past trends, to dynamically adjust signal timing, redirect vehicles,