Urban outbreaks of Q fever have occurred after exposure to slaughterhouses or parturient cats. We detected an outbreak of Q fever in a homeless shelter in Marseilles. Investigations showed that the main factors exposing persons to Coxiella burnetii were an abandoned slaughterhouse, used for an annual Muslim sheep feast, and wind.