The recent popularization of fitness and the ideals of a fit body coincides with the emergence of neo-liberal values pronounced particularly in cities across the world and that of the global south. The growing consciousness to- wards health and fitness in cities is driven by the dual logic of impending health concerns reflecting the sedentary lifestyle and expanding urban fitness industry catering to health-conscious individuals aiming to regulate and surveillance their health behaviors. Building on the neoliberal conceptions of healthism and active living, the paper intends to map the critical geography of fitness practices in the city of Delhi by engaging with diverse practices aimed at health and fitness performed in various spatial settings of the city. Drawing on multi-sited ethnography conducted in Delhi, the paper argues that spatializing the categories of health and fitness in the case of cities, particularly of the global south ruptures the unitary understanding of health and fitness as a medical category that is often mobilized in urban planning registers. The paper shows that ‘active citizens’ in Delhi construct themselves by self-regulating and self-suveillancing their behaviors as a result of more than health/fitness practices embedded in urban sociabilities of caste, class, and gender. The paper contributes to the growing body of scholarship within urban studies, engaging with physical cultural practices as the discursive production of health and fitness practices and the embedded body ideals are central to the planning and conception of healthy cities.