A pillow between my legs seems to help with the side sleeping...I'm at 20w too.
My hips hurt with first. Soaking in Epsom salts in warm bath really helped me. I soaked ev other day for 45 mins. Hang in there!
I've been doing so for the last few months...it doesn't hurt baby but has.done a number on my back