> used with very fast storage

That’s sounds like self hosting. Which is not the only product they offer. But you still have hardware that can only run so many queries at once and then starts queuing any additional request, yeah? Once you have a dozen people on a call it went to shit. Only occasionally ran into problems like this with graphite. But you need a lot of people looking at a very large dashboard to start feeling refresh delays.