Urban traffic congestion is a common issue in cities around the world, leading to wasted time, increased stress, and negative impacts on the environment. However, with the advancement of technology and the introduction of innovative solutions, urban mobility is gradually evolving to become more efficient and sustainable. Urban traffic optimization is a key aspect of improving the overall transportation system in cities, aiming to reduce congestion, enhance travel times, and create a more seamless experience for commuters.