Disclosed are various embodiments for a deployment management system. A second version of a deployable application is executed concurrently with a first version. Network traffic sent to the first version of the application is redirected to the second version. In the event of an error, network traffic is directed back to the first version of the application. After a period of concurrent execution, the first version of the application is terminated.