Is There A Thing Known As Too Many SKUs?

OfficeMax discovered that by keeping too many products in their store they started losing margins because associates were spending inordinate amounts of time helping customers find products. More choice was causing lower satisfaction levels (an idea eloquently described in ‘The Paradox of Choice’). Does this apply online too?