In a saucepan, combine the vinegar, water, sugar, salt, peppercorns, and red pepper flakes. Bring to a boil over medium heat, stirring until the sugar and salt dissolve.
Allow the jars to cool to room temperature. Cover them with lids and refrigerate for a minimum of 1 hour before serving. For optimal flavor, let it pickle overnight.