Our paper, presented at PDP 2024, discusses a containerized distributed processing platform for Autonomous Surface Vehicles to enhance real-time data processing in marine environments. Utilizing microservice management with DataX and Kubernetes, it addresses challenges such as limited connectivity and energy constraints. Experiments demonstrate its effectiveness in marine litter detection.