The simplest caper brine that cooks can make at home is a blend of half white wine vinegar and water with a tablespoon of salt per cup of the brine. If white wine vinegar isn't available, opt for apple cider vinegar instead. Sometimes a mix of vinegar and lemon juice is preferred. Many manufacturers soak their capers in wine vinegar or water before brining in order to soften the flavor and reduce saltiness.