Fixing Facebook Share Showing Wrong Thumbnail

A lot of Blogger users are having problem getting the correct thumbnail or picture to show up when sharing a post on Facebook. For some reason Facebook pulls a picture unrelated to the shared post. The image seems to come from anywhere - the blog's header, sidebar or footer. It could be the blog logo, image from a picture widget, profile photo from About Me widget or even a commenter's avatar.