Systems and apparatus for generating portable performance analytics for different applications across multiple diverse computing platforms and methods for making and using the same. In various embodiment, the system can compare results from multiple runs of a selected application under different virtualized environment conditions and correlate these results to a native baremetal performance of the application. The system thereby can identify scalability issues, noisy neighbor outliers or any other performance abnormalities in different run-time environments among other things.