When someone reveals a previously unknown aspect of something which you likely would have rather learned on your own.

*discussions of art media such as video games, movies, etc. especially vulnerable.
"The following review contains spoilers!"

Source: http://www.urbandictionary.com

Sample: Game of Thrones Game of Thrones' Purple Wedding Episode: Shocking Game-Changing Spoilers!