Quick pickles - also called refrigerator pickles - don't need to be hot water bath canned, and you don't need to worry about sterilizing jars and other equipment. The trade-off for that ease is that you need to store these in the fridge. They generally last from one to three weeks. This quick pickled carrots recipe will keep for two to three weeks in the fridge.