First step: don’t let your data get in their datasets.
Second step: realize that you don’t have any privacy, the only things that can be kept private are those that are scrupulously kept separate from yourself.
Note “scrupulously kept separate” is difficult to impossible to achieve.
Doesn’t cure the “Device ID” issue...