Vernacular architecture in India represents a profound synthesis of environmental adaptation, cultural expression, and community craftsmanship. Despite its ecological relevance and spatial intelligence, these traditional systems are increasingly marginalized in contemporary architectural practice. Existing research often isolates individual typologies or regions without offering a comparative, interdisciplinary lens. This study addresses this gap by critically examining the architectural, environmental, and socio-cultural dimensions of vernacular architecture across three ecologically diverse regions: Kutch in Gujarat, Ziro Valley in Arunachal Pradesh, and Shekhawati in Rajasthan. It identifies common design logics, assesses material performance, and evaluates community knowledge systems within these regional practices. The research employs a qualitative, case-based methodology, including field observations, semi-structured interviews with local artisans and residents, a spatial analysis of vernacular forms, and a literature synthesis. The findings reveal that vernacular architecture in all the three regions exhibits contextresponsive spatial planning, low-carbon material use, and social embeddedness. These systems integrate passive design techniques such as thermal massing, cross-ventilation, and shaded courtyards, while also serving as vessels of cultural identity and memory. The paper identifies key challenges which include policy neglect, erosion of traditional knowledge, and aspirational shifts toward industrial materials. It thus concludes that vernacular architecture offers a resilient, sustainable, and culturally rich alternative to dominant construction models. Therefore, it calls for strategic integration of vernacular knowledge into architectural education, policy frameworks, and design innovation. Future research should focus on developing adaptive hybrid models that bridge traditional wisdom with contemporary performance requirements.