There are lots of alternatives for each category of products - Zappos for shoes/clothes, Mouser for electrical components, etc. though there is no one competitor to Amazon that is as comprehensive as it is.

Edit: Turns out Zappos is owned by Amazon. But my point still stands if we replace it with something else.