The highest ranked piece in Stratego is the Marshal, which holds the rank of 10. This piece has the power to capture any lower-ranked piece, but it is vulnerable to the Spy, which is the only piece that can defeat it. Understanding each piece's rank and abilities is essential for success in playing this game.