I would have never thought so, but Amazon's own data has shown that seemingly trivial things like increasing page load times by 100 ms reduces sales by a non-negligible %.
We're all arguing over data we don't have, but if they have that kind of information I think they have also considered search box focus. Seeing that they don't have it, one can draw the conclusion that for their site it was not profitable.