Can you find it in a grocery store. I've never looked for it before....?

Sugarcraft sells it...also known as wafer paper!

http://www.sugarcraft.com/catalog/misc/waferpaper.htm

I've seen it before in the grocery store in the the "international foods" section. Usually among the Asian food.