It may sound odd but oragasm helps me sleep.. Actually it's the only way I can fall asleep sometimes I'm 29 weeks and very fatigue.
I am also 31 weeks, pillows pillows pillows! I am Normally a side sleeper so my hips hurt all the time.
Have you tried a body pillow yet? You can contour them around your body until you get comfortable.