I use a knee pillow similar to this one. It helps keep your hips and lower back in line:
The pillow I’m using to reduce my shoulder pain also takes some pressure off my hip. It’s a standard queen size pillow. It fits me from just above my hip to right below my armpit. It’s also a Coop Home Goods adjustable memory foam pillow.