When stored properly in a sealed container, wood pellets will last for several years. If they're kept inside the smoker, they may be susceptible to moisture. This not only damages the pellets, it can gum up the works of your pellet grill. So if you're not going to use them within a week or two, it's a good idea to empty the pellets from the grill hopper into a container for storage.