In the digital era, the face of commerce has undergone a significant transformation. The rise of ecommerce, spurred by technological advancements and changing consumer behaviour, has revolutionized the way businesses operate and consumers shop. The COVID-19 pandemic has further accelerated this shift, driving an unprecedented surge in online shopping. Central to this transformation is the evolution of delivery systems, with last mile and hyperlocal delivery playing pivotal roles in enhancing the ecommerce experience.