Data Science is a scientific field that combines statistics, mathematics, programming and data acquisition techniques to actively extract insights and information from data. In this article, it is discussed how two innovative techniques can be combined to improve the efficiency of a water distribution network, with significant economic and energetic savings. More, it presents the results obtained by the implementation of SCUBIC’s platform in two water supply systems and how SCUBIC’s technology can be applied to improve other engineering systems.