In recent years, research in urban agriculture (UA) initiatives has adopted a more critical and transdisciplinary approach, proposing that UA enables shifts in socio‐economic, community, environmental and urban paradigms. Following this critical agenda, this paper draws attention to the multi‐scalar transformative potential that participation in community gardens (as a form of UA) can provide to volunteers, informed by a feminist approach. Firstly, we review the literature on the diverse gendered benefits, and degrees of empowerment women have experienced from working in community gardens, both individually and collectively. Examples from the literature review are informed by concepts from feminist geographies that support the exploration of community gardens as sites of embodied, relational and multi‐scalar experience. Following that, we expand the discussion to review opportunities community gardens offer individuals to gain greater awareness of symbolic forms of oppression, and envision alternatives for social change, drawing on feminist geographies in ways that move ‘beyond gender’. These benefits are mostly informed by conscientisation, decolonial and feminist political ecology approaches. Finally, the paper suggests that community gardens can be conceptualised as feminist spaces, given their fluidity and capacity to enable critical perspectives in volunteers, which may result in alternative forms of political action. The paper concludes with suggestions for further critical research on UA spaces.