Concepts and technologies are described herein for managing continuous software deployment. A deployment controller can manage deployment of code to a data center. The deployment controller can execute workflows for checking in, verifying, deploying the code, or other processes. The code can be deployed using a differencing disk that includes data indicating changes between software hosted by the data center and a version of software resulting from deployment of the code. The differencing disk can be linked to the disk or virtual resource hosting the software and executed collectively to provide an updated version of the software. Traffic to one or more virtual machines of the data center can be controlled by the deployment controller. If errors are detecting during deployment or after updating, the update can be rolled back.