It's an open question if Amazon will ever be able to raise prices and reap those promised profits without losing marketshare to the many players that would love to take them down.
Right now I view Amazon as a very profitable web hosting company and a retail non-profit.
Google and Microsoft, for comparison, were both much faster to get to monopoly-level marketshare. Amazon, at 24 years old, still isn't there.