Having issues with "This webpage is not available"

I use Mac and use Chrome. Recently I have been receiving “this webpage is not available” quite often, but only for this website.

I have spent a huge amount of time contacting the host and my IPS and both advise there are no issues at their end.

So, question – any thoughts on what could be causing the problem?