A phrase originated from the deep south of the United States (Alabama, Mississippi). The phrase is typically used to point out a human action behind an otherwise unexplained, often unusual, phenomenon.
" Someone must have driven that car all the way up that steep cliff, even if seems impossible. Dead dog on a fence don't get there by itself, right?"