Yep, pretty sure it was a back-end IT issue. Whether a bandwidth issue, system loading, or vendor related as I have seen with CloudFlare occasionally.
Not saying it couldn't be a local user issue but, for me, it seemed like the problem was on the website's back-end IT infrastructure.