Ride-hailing services have become a practical transportation choice throughout the day, fitting into both structured work routines and leisure activities across Europe. Understanding when riders are most active helps mobility platforms allocate driver supply more effectively, set dynamic pricing windows, and design targeted promotions that match actual demand patterns. For ride-hailing operators, aligning service capacity with peak usage periods directly supports driver earnings, reduces passenger wait times, and strengthens platform loyalty over time.