Dugarry came through the youth ranks at Bordeaux alongside future France teammates Bixente Lizarazu and Zinedine Zidane.
In 2003, he joined Birmingham City on loan as the second World Cup-winner to join the team, the first being Argentinian Alberto Tarantini in 1978.