Assume up front none of your measured latencies from a software networked system will be Gaussian, or <exaggereation> you will die a painful death </exaggeration>. Even ping times over the internet have no mean. The only good thing about means is you can combine them easily, but since they are probably a mathematical fiction, combining them is even worse. Use T-Digest or one of the other algorithms being highlighted here.