Might be best to dive into the literature starting here:

Magpie: Online Modelling and Performance-aware Systems

"Understanding the performance of distributed systems requires correlation of thousands of interactions between numerous components ..."

https://pdfs.semanticscholar.org/cb76/9b0c983bce6a73cafd1f8a...