If the web server sets an Expires-At header with a date far in the future, none of the rechecking headers like etag, and the CDN endpoint isn't pressed for storage (or the site is requested enough to not be evicted), why would the CDN stop serving it?

Cloudflare makes this a feature, to continue serving your website even if your server is down.