Within the domain of Smart Cities, specifically within the waste theme, the goal is to create Common Information Models, resorting to Big Data, IoT and Machine Learning technologies, so that they are integrated into a data management platform, allowing a city council, which will be one of the customers of this platform, to make decisions according to the data provided, all with the aim of optimizing the waste management processes adjacent to the city. The datasets are inherently linked to the waste from the city of Austin, and these data are “real” in nature, meaning that they were and are recorded by the collection company that operates in the city.