Shared mobility services, such as ride-hailing and bike-sharing, are transforming the way people travel. These services provide convenient and cost-effective transportation options, reducing the need for private car ownership. With the advent of smartphone apps, booking a ride or renting a bike has never been easier. Shared mobility not only reduces traffic congestion but also contributes to a more sustainable and efficient transportation system.