Extreme Scale Mobility Data Analytics (MDA) at the Compute Continuum involves advanced techniques for analysing large and diverse mobility data sets. It tackles challenges like bursty data generation and skewed distributions by rethinking traditional analytics paradigms. Innovative approaches such as in-situ data processing and distributed computing are employed to efficiently analyse mobility data across the compute continuum, from edge devices to the cloud.