Sizing an infrastructure configuration optimized for a workload mix includes: receiving the workload mix; identifying demand estimates for the one or more predefined benchmarks; applying a predictive model to identify an initial infrastructure configuration having a size anticipated to meet the demand estimates; instructing a virtualized-aware testing service (VATS) test controller to perform a test of the initial infrastructure configuration in a virtualized environment, where performance of the test generates at least one test result; determining whether the at least one test result satisfies a predetermined requirement as identified in the workload mix; and outputting the determination of whether the at least one test result satisfies the predetermined requirement.