Retain uses FullContact for retrieving user metadata.
For more context, Full Contact uses a user's email address to ascertain other information about them by linking it to social media profiles like Twitter and LinkedIn. While it typically does a pretty good job, it can sometimes get things wrong, especially when users use an alias on their Twitter account.