The Fraunhofer Institute for High Frequency Physics and Radar Techniques FHR will showcase a new development for autonomous driving at the European Microwave Week 2025 (EuMW) in Utrecht, Netherlands. With SCaRL, the institute presents a comprehensive synthetic dataset that synchronized radar, LiDAR, and camera information with unprecedented precision. The goal is to significantly enhance the robustness of perception systems and advance research in sensor fusion and radar signal processing.