How to Find Pictures That Disappeared From Facebook. A photo on Facebook can quickly spread from your fans to their friends, with a potential to be viewed by thousands of users, giving your business's Facebook page plenty of visibility. So when one of these powerful social tools disappears, it is troublesome. ...