Imagine that you are casually browsing through a clothing store and something catches your eye. You are interested in buying the item, but all the lines are backed up in the store. Not wanting to wait around, you put the item back on the shelf and move on to a different store.
That same scenario can happen on your website if your site speed is too slow. And the end result is the same — lost sales.