So they didn't need what they were about to purchase and saved their money. Doesn't sound like a net loss to me.

I was talking about the economy in general, not specific e-commerce sites. People that actually need what they were looking for but don't go back will buy it elsewhere. The money still flows, just somewhere else. And if they don't need the item(s), they'll perhaps use the money for something more useful.