Focusing on the role of police as primary actors in the arena of citizen safety, this article examines the impact of policing practices on the daily lived experience of people who use drugs in accessing a supervised consumption site in Vancouver, Canada. The site is located in the heart of Vancouver’s Downtown Eastside (DTES) neighborhood at a community center that I refer to as the Hawthorne Resource Centre. The method of data collection for this study comprised five months of ethnographic fieldwork, including focus groups and one-on-one interviews with community members accessing the site, site staff and management. Drawing on Foucauldian conceptualizations of power, the findings of this research suggest that governmental modes of power, including biopower and disciplinary power, are pervasively operative in various realms of the day to day lives of the Hawthorne Resource Centre clients. Evidence of the scalable nature of these modes of power are seen within the internal functioning of the Supervised Consumption Site, outside in the methods of community policing in the DTES and in weekly police practices in Oppenheimer Park. As such, this study represents a multiscalar assessment of how these Foucauldian power structures work at multiple levels and locations in the DTES. Driven by the narratives of the Hawthorne Resource Centre clients, the findings of this research illustrate not only the importance of understanding power relations within specific policy interventions, but further, highlight how specific tactics mobilized within “harm reduction policing” would be relevant and applicable to the context of the DTES.