Systems, methods, and software described herein provide encryption configurations to application containers. In one example, a method of operating a management system to provide VPN configurations to application containers in an application container environment includes identifying two application containers in the application container environment for secure communication, and identifying a VPN configuration for the two application containers. The method further includes configuring the two application containers for secure communication by transferring the VPN configuration to security layers within each of the two application containers.