I don’t care if someone leaks my fake DOB in a Dropbox hack and then tries to reset my Netflix password.

Websites that use my real DOB are usually linked to my identity, so I’m much more concerned with protecting them from, eg social engineering attacks [0].

[0]: https://gizmodo.com/how-i-lost-my-50-000-twitter-username-15...