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Smart City Control Rooms are mainly focused on Dashboards which are in turn created by using the so called Dashboard Builders tools or generated custom. For a city the production of Dashboards is not something that is performed once forever, but is a continuous working task for improving city monitoring, to follow special events and/or works, to monitor critical conditions and cases. Thus, relevant complexities are due to the data aggregation architecture and to the identification of modalities to present data and their identification, prediction, etc. In this paper, the architecture of a Smart City Control Room Dashboard Builder is presented. As a validation and test, it has been adopted for generating the dashboard in Florence city and other in Tuscany area. The solution proposed has been developed in the context of REPLICATE H2020 European Commission Flagship project on Smart City and Communities.