The article examines space-time patterns of maritime piracy around the Horn of Africa. Using rational choice theory and optimal foraging theory as the theoretic frame, 6 years of recorded pirate attack data were used to test whether spatial and temporal attack patterns were independent. The results indicate evidence for a communicability of risk; that is, pirate activity clusters in space and time. Incorporating this finding means that forecasting of high-risk areas could be made more effective. The theoretical implication is that pirates’ target selection appears to be consistent with other crime types, such as burglary, car crime and shootings. The results have implications for informing maritime piracy prevention and suppression efforts.