Sometimes I stab stitch, sometimes I use a modified back stitch. Mostly I try to avoid going through really thick parts.
I will also admit that sometimes I fake it, and make stitches through the top and maybe the batting, without worrying about going all the way through. Life is too short to worry about it.
Janet