Addressing the ever-growing issue of urban congestion requires innovative approaches. Smart congestion systems are emerging as a powerful instrument to optimize movement and alleviate delays. These approaches utilize live data from various origins, including sensors, connected vehicles, and previous data, to intelligently adjust light timing, guide