If I learn anything from Chipmixer or how mixing companies store their customer's data while they claim the opposite, it is unwise to assume nothing can go wrong at all.
Yep, ChipMixer is one among many "mixing sites" that scammed an enormous amount of Bitcoin and ended up turning over their customer's data to the government anyway. Only coinjoins give you the guarantee of privacy without trusting third parties.