Addressing the ever-growing problem of urban congestion requires advanced approaches. Smart congestion platforms are appearing as a effective instrument to enhance passage and alleviate delays. These systems utilize current data from various origins, including cameras, integrated vehicles, and previous data, to adaptively adjust light timing, redir