We developed the IoT/Big Data platform for the Municipality of Montevideo for the optimization of urban services such as Transport, Drainage, Sanitation and Environment. The platform is based on open source technologies such as FIWARE, HortonWorks, Hadoop, Hive, Pig, Spark, predictive analytics, deep learning, image processing, etc.