E-bikes are rapidly rising to prominence a leading mode of transportation in urban environments. Their efficiency and {environmental{ friendliness make them an compelling alternative to traditional vehicles. E-bikes reduce traffic congestion and emissions, contributing to a more sustainable urban environment. As technology evolves, we can foresee