E-bikes are rapidly rising to prominence a prominent mode of commuting in urban cities. Their convenience and {environmental{ friendliness make them an attractive alternative to conventional vehicles. E-bikes minimize traffic congestion and emissions, contributing to a more sustainable urban environment. As technology progresses, we can anticipate