Keep the “Shiny Side Up” is an aviation saying. It comes from the fact that the undersides of aircraft are often covered is thin amounts of oil that streams lightly form the engine and attract dirt. The shiny side is the top of the aircraft, which often times is unpainted aluminum.

No idea why that FB poster used it.