Integrated, Coordinated, Open, and Networked (ICON) science aims to enhance synthesis, increase resource efficiency, and create transferable knowledge . This article belongs to a collection of commentaries (see Goldman, Emani, Pérez-Angel, Rodríguez-Ramos, & Stegen, 2021 for details) spanning geoscience on the state and future of ICON science. The article discusses an integrated and coordinated approach toward collecting and managing field, remote sensing, and real-time data for research and applications, and insights about global collaboration, technology transfer, reproducibility, data sharing, and infrastructure in atmospheric sciences. Overall, this commentary highlights the importance and challenges in implementing ICON principles in atmospheric sciences.