Ride-hailing services in Germany serve a broad range of travel needs throughout the day, from routine commuting to leisure and social outings. Understanding when riders choose to book a trip gives operators, drivers, and urban planners a clearer picture of demand patterns and resource allocation. For ride-hailing platforms, aligning driver availability and pricing strategies with peak usage windows directly strengthens service reliability and customer satisfaction. The data reveals that German ride-hailing usage is spread across multiple parts of the day, with no single time period holding an overwhelming monopoly on demand.