What part of Crater Lake can you swim in? There are only two places you can swim in Crater Lake National Park. The first is Cleetwood Cove, accessible only by hiking down the Cleetwood Cove trail. The other area to swim is off of Wizard Island, a small island in the middle of Crater Lake.