Ride-hailing services in China have become a routine part of daily mobility, offering urban commuters a flexible and convenient alternative to private car ownership and public transport. Usage patterns vary notably across age groups, with working-age adults integrating these services more deeply into their weekly routines than older or younger riders. The data highlights how ride-hailing platforms serve different practical needs across life stages, from frequent professional commuting to occasional leisure travel. Overall, the 30–44 age group stands out as the most committed segment, making them the most commercially valuable audience for ride-hailing providers.