It’s true, although this “modern” form of the Krampus goes back to the 16th century, so it has plenty of tradition as well. But yes, the Krampus was likely a pre-Christian tradition of frightening away evil winter ghosts with a monstrous figure. So actually quite similar to Samhain/All Hallow’s Eve/Halloween.