If the pickled jalapeños are a refrigerator pickled recipe, they will last for up to 3 months and still be good. If the jalapeños were pickled using a water bath or pressure canner, those pickled peppers are good for 2-3 years. They should be stored in a dark, dry place, and be sure to look for any signs of spoilage when opening.