Combining the strengths of panel data and passively measured cookie data is the key to provide the full view on media consumption. This talk highlights how the combination of classical ML and optimization techniques helped to measure digital audiences in Spain in an unbiased, reliable and precise manner. Moreover, the learnings gained during the development of a scalable and modularized pipeline for big data, which components can be easily re-used for other markets or contexts, are discussed.