FullBeauty Brands, which generates $1 billion in annual revenues from its catalog-and-web businesses for plus-size women, attributed a 30 percent drop in earnings in the most recent quarter to competition from Amazon.com. FullBeauty is owned by the buyout firm, Apax Partners.