I also have sore hips ATM & find that sleeping with a body pillow gives some relief. I have one of those long narrow ones. I have it between my knees & also rest my belly on it, so I'm kinda off my hip IYKWIM.
Wrestling with a big pillow makes it harder to turn over during the night though!!