Liquidity is one of the indicators that give the mixer strength, its lack or insufficiency will cause poor privacy.
The way a mixer works is what will determine the amount of privacy you will have, but in the end, absolute privacy requires the use of a decentralized mixer that does not collect user data.

All Mixers (like VPNs) says they erases the data but no One Knows.