Storage: After your peanut butter oatmeal cookies have cooled completely, transfer them to an airtight container, separating layers with parchment paper to prevent them sticking to one another. Store at room temperature. You can also freeze the baked cookies. Just put them in an airtight container or freezer bag and place in the freezer. They will last up to 3 months.