“Sometimes, if you have arthritic knees, we suggest sleeping on your side with a small pillow between your knees,” Dr. Stearns says. The position gives more support and keeps your knees from knocking together. If you’re a back-sleeper, he suggests trying to sleep with a pillow under your knees.