This claim made in the guide almost kept me from trying Drupal in the first place. You don’t need a new, empty database. If you already have a database, even with data from other apps, it’ll do just fine. Drupal won’t erase it or refuse to install because the database isn’t empty and reserved exclusively for Drupal.