Black Patent Derby Shoes.” Derby shoes are a style of footwear known for their open lacing system, and patent leather refers to a shiny, glossy finish often used in formal shoes. If you’re interested in buying or learning more about them, they’re typically a stylish choice for formal occasions or professional settings.