This article is based on ethnographic research over recent years in eight Dutch police teams. It focuses on the othering process in which police officers define ‘crooks’ as the Other and chase, catch and arrest them. Catching crooks is perceived as an assignment as well as a game. Street cops construct detailed subcategories of the crook which influence their daily practices. They select crooks by recognition (the permanent suspects), by abnormalization (out of placeness) and by profiling (regardless of place). In addition to the discussion on ethnic profiling, we argue that profiling is a contextual practice. The contents of the profiles depend on the demographic characteristics of the district in which a police team operates. Interacting mediaframes of both the crook and the police reinforce the mutual caricatures and tense relationships.