Going to estate sales is like the modern day treasure hunt. You never know what you will find and almost always at a fraction of its worth. One important tip for the newbies is pay in cash. Lots of places do accept credit/debit cards but charge an additional fee (3% or more).
Here is a great article to help those furniture shopping at estate sales.