Leather Patches. A Symbol of Quality. A leather patch can be found on the back of almost every pair of jeans. They add high-quality flair to every item they are attached to from hats to jackets, jeans, socks, or bags. These patches can be stitched on, ironed on, stuck on, or velcroed on just like any other patch style.