If you want to keep your carrot cake fresh, it's best to store it in the fridge. You can bring it out and leave it at room temperature for a couple hours while you enjoy it, but make sure to pop it back in the fridge afterwards. The cream cheese frosting it spoils quickly, so it's better to keep it refrigerated.