Ride-hailing platforms in Indonesia serve a broad range of daily travel needs, from early morning trips to late-night journeys, making them a versatile transport option across the day. Understanding when users rely most on these services helps operators and businesses better plan driver availability, pricing strategies, and promotional timing. For ride-hailing providers and their commercial partners, aligning supply and marketing efforts with peak demand windows directly improves service efficiency and customer satisfaction.