A system, computer-readable storage medium storing at least one program, and a computer-implemented method for detecting fraud in a social gaming environment is disclosed herein. For example, game events generated responsive to a player playing a game executing on a client device are received. The game events may then be used to build a player profile for the player. The player profile may characterize the game actions performed by the player. The player profile is then compared with a golden profile. The golden profile may specify an expected gaming behavior. Based on the comparison between the player profile and the expected gaming behavior specified by the golden profile, a player account associated with the player may be marked as suspicious.