This paper proposes a cycle-accurate performance analysis method for real-time component-based distributed systems (CB-RTDS).The method involves the following phases:(a) profiling SW components at cycle execution level and modeling the obtained performance measurements in MARTE-compatible component resource models,(b) guided composition of the system architecture from available SW and HW components,(c) automated generation of a system model, specifying both computation and network loads, and(d) performance analysis (scheduling, simulation and network analysis) of the composed system model.The method is demonstrated for a real-world case study of 3 autonomously navigating robots with advanced sensing capabilities.The case study is challengin...