Yes, very likely. The website owner might not even realise if they use more than one IP address, which are then presented in a round-robin way to clients, so errors loading the pages aren't easily spotted.

If you find out the hostname used you could try contacting the website owner and check with them, bypasing Cloudflare (assuming you could either load the site and use a contact form, or find registrant's information).