Ride-hailing services in Malaysia serve a broad spectrum of users, from daily commuters relying on app-based transport to occasional riders who turn to these platforms only when convenient. Understanding how frequently Malaysians engage with ride-hailing platforms helps businesses and operators identify where demand is concentrated and where growth opportunities remain untapped. For ride-hailing providers, frequency data directly informs pricing strategies, driver supply planning, loyalty programme design, and targeted marketing investment. The overall picture suggests that ride-hailing in Malaysia occupies a varied role across the population, functioning as both a routine mobility tool and an infrequent convenience depending on the user segment.