Disclosed herein are methods, systems, and software for handling threaded processes in security handshaking between end users and content delivery nodes are presented. In one example, a method of operating a content delivery node includes identifying a secure layer connection request within an application thread, and initiating a new thread for a security handshake process based on the secure layer connection request. The method further includes, in response to completing the security handshake process, returning to the application thread.