You don't have to, but you will be taking a chance on there not being any spots available. You don't want to have to pack your camping gear and and arrive at the campground to then be told by staff, "sorry, no spots available". Good luck. Go on Reserve America to reserve. Its easy.
Make reservations and sign in before 6 pm. Call ahead if you are running behind. Love that campground.
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