Federated systems are transforming cloud-native architecture by enabling data locality, privacy, and compliance without sacrificing scalability. From federated learning in healthcare and finance to self-sovereign identity pilots in the EU, federation is becoming a cornerstone of enterprise infrastructure. The future blends blockchain, quantum security, and standardization.