This talk provides current insights in the research project „Data4UrbanMobility: Data Analytics for Mobility Services in Smart Cities“. In this project we aim to support efficient planning, development and use of mobility services based on large-scale data analytics. In this talk we in particular discuss data analytics in the context of planned special events in the region of Hannover.