The referenced analysis is including a ton of marketing & advertising expenses into variable costs which is probably not appropriate. If you're like Khol's where 75-90% of items are on sale at any given time, then it makes sense. But something like Plum District is more of an acquisition, marketing cost, not part of COGS.