A global goal for early childhood education and care is to ensure universal, “quality” provision that reaches all children. Achieving this goal requires a well-prepared workforce that is equipped to adapt to and deliver early childhood programs across the vastly diverse contexts and communities where children are growing up around the world. Yet currently there is a severe shortage of early childhood workers, particularly in “low resource” and complex communities. Evidence to support appropriate training for such workers is also lacking. In response, this paper presents findings from a case study of a large-scale training program for community-based early childhood workers in central-east India. A total of 650 community-based Village Communicators were trained to deliver a responsive caregiving package to parents of young children. Data collected over 3 months highlight how the unique contextually grounded, caring and reflexive approach to training resulted in profound personal and professional change among training participants. The findings are of significance in informing policy and practice associated with global goals for early childhood. First, they challenge the technical, programmatic approaches to training that are commonly adopted for preparing this workforce. Second, they evidence the potentially transformative, long-term impact of person-centered approaches to training that facilitate knowledge-sharing to understand local needs and attitudes. Third, they provide insight into ways in which training programs can support enhanced local relevance and effectiveness of early childhood services implemented for children and families across diverse contexts.