Contrail Federation provides a distributed platform for managing applications across multiple public and private clouds through a common interface, allowing users to deploy and migrate workloads seamlessly while maintaining security, compliance with service level agreements, and optimization of resources. Key components include federation of user identities, workload placement based on policies, and integration with external cloud platforms through adapters.