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This special issue of Electronics focuses on the development of multi-service cloud-based IoT platforms of horizontal type, applicable to different IoT domains. It aims to present state-of-the-art R&D efforts in building these platforms and invites scholars to contribute original and unique research articles, as well as review articles. Topics of interest include IoT, big data, deep learning, cloud computing, and software architectures.