Yeah, it seems cheese pizza is a (badly done according to Napolitanen tradition) margherita ; it does have base, tomato sauce and cheese according to all the pictures and references I could find. And that is indeed very common everywhere I have been, including the US where TIL apparently you just say ‘cheese slice’.