Hip pain during sleep?

Chelsea

When I sleep on my side all of the pressure seems to go to the area where my leg and hip meet and it is so painful! I am waking up about every 2 hours to turn over to give each side a break. I have a pregnancy pillow which helped at first but now nothing does. I'm wondering if I need a firmer mattress? Anyone else dealing with this?