I am about as far along as you are, and I have back pain too. I find that sleeping on my side really helps :)
Definitely pillows. Body pillows are great, but if you don't want to buy one placing a pillow in between your knees while you sleep also helps.
Body pillows will be your new best friend! I have four lol