Addressing the ever-growing problem of urban traffic requires innovative methods. Smart congestion platforms are appearing as a promising resource to enhance movement and reduce delays. These platforms utilize current data from various sources, including cameras, integrated vehicles, and historical trends, to adaptively adjust signal timing, guide