> If requests are getting distributed randomly shouldn't all your pages show a similar average time in queue?

A common misconception, called "the law of small numbers".

Probability theory tells us this is only true over a large amount of requests, i.e. in the long term (the law of large numebrs). In the short term, results can vary wildly and thus form these kind of queues.