Saving face is certainly A Thing, but China has also had a strict legalistic tradition extending back about 2500 years. There's rather more to Chinese public life and philosophy than 'Confucius say' and the CCP.
You got it. I'm not saying that saving face is the only cultural priority - just that it's a much greater one than in most Western cultures - and most Westerners don't understand that, and that leads to misunderstanding of the mindset and rationale for actions and decisions.