Dialysis machines and other MedTech equipment need to operate continuously to guarantee that patients receive proper treatment. We developed a predictive maintenance solution for the dialysis machines of B. Braun. I will discuss how we went from proof of concept to global rollout in a big data cloud environment, what the challenges were from a feature engineering and modelling perspective and how we utilized a broad arsenal of techniques from supervised and unsupervised machine learning.