Ride-hailing services in Malaysia serve a broad range of daily mobility needs, from routine work travel to leisure and late-night trips. Understanding when riders are most active helps transport operators, drivers, and platform businesses plan capacity, pricing strategies, and driver availability more effectively. Daytime and commute periods represent the core windows where demand concentrates, making them critical for service reliability and fleet management. Platforms that align their resources with peak usage windows are better positioned to reduce wait times and improve rider satisfaction.