Autonomous robotic swarms are envisioned for a variety of sensing applications in space exploration, search-and-rescue and disaster management. An important capability of a swarm is sensing spatio-temporal processes such as radio wave propagation or seismic activities. The spatio-temporal properties of these processes dictate the required sensing position and time accuracy, as well as update rate. A dedicated wireless communication system needs to be jointly designed for swarm information exchange, self-localization and sensing. In this article, we emphasize the role of time in a robotic swarm. We introduce the system ingredients and dive into realistic clock models. Clock models and channel access schemes decisively influence the swarm self-localization and synchronization accuracy, and consequently the swarm sensing performance. Finally, we discuss practical implementation aspects, introduce our developed swarm radio system, and give an outlook on a moon-analogue exploration mission. Siwei Zhang received the B.Sc. in electrical engineering from the Zhejiang University, China, in 2009, the M.Sc. in communication engineering from the Technical University of Munich, Germany, in 2011, and the Dr.-Ing. (Ph.D.) in electrical engineering from the University of Kiel, Germany, in 2020. In 2012, he joined the Institute of Communications and Navigation, German Aerospace Center (DLR), Germany, as a Research Staff Member. His research interests include radio navigation, cooperative positioning and swarm navigation. Robert Pöhlmann received B.Sc. and M.Sc. in electrical engineering and information technology from the Technical University of Munich (TUM), Germany, in 2014 and 2016, respectively. In 2013, he joined the Institute of Communications and Navigation, German Aerospace Center (DLR), Germany, as a Student Trainee, where he became a Research Staff Member in 2016. His current research interests are in the area of statistical signal processing for multi-antenna systems and cooperative localization. Armin Dammann received the Dipl.Ing. (M.Sc.) and Dr.Ing. (Ph.D.