Other AMZN stockowners are teacher + firemen pensions, retirees. All of them (at no cost to others) see value of their shares rise too.
When he says of competitors “your margin is my opportunity” he is saying their “excess profits” ie what they charge above their cost is what he will provide to US at lower cost...