IoT data requires a formal modelling and implementation process to ease its integration, analysis and exploitation in Business Intelligence and Big Data systems. Consequently, we present STS4IoT in this work, a model-driven approach to design and develop data-centric IoT applications proposed in Plazas et al. (2022).