Commuting has evolved dramatically over the past century, shifting from traditional gasoline-powered vehicles to more innovative and sustainable modes of transport. Amidst this transformation, electric bicycles (e-bikes) have surged in popularity, heralding a new era in urban mobility. As cities worldwide grapple with congestion and pollution, e-bikes emerge not only as a practical commuting option but also as a linchpin in the broader green revolution.