What is the Long Tail Theory?

"The Long Tail Theory" has been a hot topic in the IT world over the past couple of years, and recently there's been a strong trend of "if you don't understand the Long Tail Theory, don't bother being part of the scene."

So, what is the Long Tail Theory? If you don't want to read a 200-plus page book, maybe my explanation will help you understand.