Tips on sleeping comfortably?

I'm 10+2 and my lower back kills all day and night. I usually sleep on my back but am trying to transition to my side since you're not supposed to sleep on your back after 1st trimester. But I find it impossible! I wake up all the time from discomfort. Any suggestions please?