1. A method, comprising: initializing multiple computing nodes to execute one or more software applications that provide a computing service, each of the computing nodes having a respective set of configuration data; at a first time, deploying the multiple computing nodes as a software defined computing cluster; at a second time subsequent to the first time, initializing, using a given set of configuration data, an additional computing node; and adding the additional computing node to the software defined computing cluster.