Techniques for performing capacity planning for applications running on a computational infrastructure are provided. The techniques include instrumenting an application under development to receive one or more performance metrics under a physical deployment plan, receiving the one or more performance metrics from the computational infrastructure hosting one or more applications that are currently running, using a predictive inference engine to determine how the application under development can be deployed, and using the determination to perform capacity planning for the applications on the computational infrastructure.