This qualitative narrative research was conducted with an Australian police jurisdiction. The paper draws on practice theory to interpret the narratives of a group of traditionally trained police officers' perceptions of policing practices, professional practice, learning and professionalism within the context of police professionalisation. Thirty-six police officers from various ranks, including senior management, participated in semi-structured interviews. Many police officers' understanding of professional practice and learning is centred on technique, technical knowledge, image, uniform, and reputation. Our research reveals, the practices of police are embedded in the discursive practices of policing and the institutional constraints of the organisation, that maintain and perpetuate past stories contrary to the agenda to professionalise policing. The research is set in the broader context of national and international agendas driving the professionalisation of policing which sits alongside prevailing conceptions of policing as a craft or trade, learned on-the-job, and police officers as artisans.