It is normally sold as wood bleach (crystals). Ace Hardware (US) has it, as well as apparently Sherwin Williams paint stores. Savogran is the normal brand name. The kitche cleaner BarKeepers Friend also contains OA and is useful for small parts, etc.

http://www.sears.com/shc/s/p_10153_1...32-170673780-2