I used to, and it was one of the most wonderful feelings in the world.
...until 10 months ago. I developed horrible back pain and an MRI revealed I had a muscle spasm in my neck [probably from all those years of sleeping on my stomach] along with a slight disc bulge at the end of my lumbar region. No more stomach sleeping for me.