E. Cobham Brewer 18101897. Dictionary of Phrase and Fable. 1898.
Shoe the Horse (To).
(French, Ferrer la mule.) Means to cheat ones employer out of a small sum of money. The expression is derived from the ancient practice of grooms, who charged their masters for shoeing, but pocketed the money themselves.