The new Logout button is located in WhatsApp’s user settings below the account deletion button. The “Erase all Data & preferences” option does exactly that, according to Android Authority ...

Linked devices running the web and desktop app versions of WhatsApp make it far easier by comparison, providing a clear log out button under the user profile.