The technological challenges that the arrival of IoT, 5G or network virtualisation represent makes it impossible to keep managing the telecom networks and services in the traditional way. The growing complexity of the network environment and the need to achieve greater efficiencies impose the design and implementation of automated and more intelligent systems. In such a scenario, the application of advanced data analytics tools becomes crucial.