The summer sales usually start at the end of June and last until mid/late July.
Different rules probably apply to each store, but how early you hit the stores can make a difference in what you can find and how cheap you can find them.
Most stores will start their price slashes at 50 percent, but will reduce up to 70 percent as the month goes on.