PS: At Circonus we have built technology that is explicitly addressing many of the statistical pitfalls that are explained in the post.

If you are looking for a monitoring vendor, who deeply cares about getting the the statistics right (especially around aggregating and analysing latency data), have a look at https://circonus.com / https://lps.circonus.com/statistics-for-engineers/ and/or reach out to me.