The maturity of renewable generation technologies is a reality where new players such as investment funds and utilities are taking central stage as assets owners. Portfolio managers, handle hundreds of facilities with diverse technologies with thousands of generation equipment’s and several GW of installed power with the duality goal of maximize generation and the extension of life of the renewable asset. Since renewable energy plants generate large number of data quick and continuously, there is a great opportunity here to turn the renewable data into profit. The main barrier found in the market for this chance, relies on the fact that the time consumed for analysis is too long due to the large amount of information to be processed, and the results are obtained too late to act effectively. The next challenge that the sector is facing is that the relations between variables are not always simple. The process for discovering them is not only about managing large amount of information, but discovering complex interrelations between large number of variables to identify a degradation or loss of production, and consequently identify main possible cause to suggest an action plan.