It’s probably not a good idea to leave a deer decoy out overnight, especially if you plan to hunt over it the next day. Decoys can sometimes spook deer, and if a buck gets spooked the night before you plan to hunt it, you’re dashing your chances of getting a shot at that buck and putting him on alert.