When you open up a jar of ground spice and don’t get a solid aroma wafting your way, chances are it’s time to replace it. Whole spices like nutmeg or peppercorns will last longer than when bought ground. Spices kept dry won’t go “bad” on you but will certainly lose their potency over time.