This project investigates algorithms to efficiently manage complex ICT-systems in a scalable way. To realize this, the autonomic paradigm in combination with federated and/or hierarchically organized system components is explored. The research is conducted in the context of next generation cloud systems where different autonomic entities manage the application, compute-and network resources, and cooperate effectively to supporting demanding applications.