I'm having the same issue and I have a full mask. Would a chin strap help me as well?

I'm new to a cpap and have a nasal only mask and my preferred sleeping position is on my side. The problem is that the mask gets unsealed in my sleep because of mashing it against my pillow. I've tried sleeping on my back and have a hard time staying asleep like that, is there anything that can be d...