Ride-hailing services in Germany offer providers a valuable opportunity to tailor their offerings based on when different customer groups are most active throughout the day. Understanding peak usage patterns by gender helps platforms allocate driver supply more effectively, optimize surge pricing strategies, and design targeted promotions that reach the right riders at the right time. Afternoon and evening hours represent the core commercial window for the industry, making time-based segmentation a practical tool for improving both driver earnings and passenger satisfaction.