Rural education in Latin America is marked by historical inequalities in terms of access, quality, and retention, which are exacerbated by population dispersion, infrastructure deficits, teacher attrition, and curricula disconnected from local realities. Despite state efforts across the region to implement policies aimed at reducing these gaps, their impact remains uneven due to limitations in the territorial adaptation of top-down guidelines. In this context, educational leadership emerges as a critical factor in coordinating efforts. In particular, transformational and pedagogical approaches act as catalysts for innovation, promoting strategic synergies between the endogenous development of communities and governmental frameworks. Evidence suggests that these leadership styles optimize school management, elevate teacher self-efficacy, and consolidate communities of practice that strengthen institutional outcomes. Furthermore, the study identifies distinctive characteristics within peasant and ethnic contexts, demanding flexible and culturally relevant models. Thus, transformational leadership aligns with the principles of equity and social justice, shaping the school as a node for territorial development. It is concluded that the sustainable strengthening of rural education in Latin America depends on leadership capable of harmonizing macro-policies, micro-practices, and meso-territorial realities, thereby driving inclusion and systemic co-creation.