memcached must be enabled in cPanel settings -> Select PHP Version -> Options Tab. This setting is PHP version related, so whenever you change PHP version you have to set it again for the current PHP version.
No matter if memcached is running or not, whenever a page is cached, there is no other functions (cache) available. A cached page is pure plain txt(HTML.)