The sheer scale of mega-retailers like Amazon is difficult to grasp. In 2018, Amazon was projected to earn almost 36 percent of US online sales. Despite their lesser share of the U.S. e-commerce market, eBay, Shopify and Squarespace have also carved out substantial businesses by partnering with retailers.