This chapter outlines aspects of the integration of vernacular architectural elements into affordable housing in the context of Johor Bahru. Analysis of local building traditions discussed in the chapter brings forth how vernacular architecture attributes quality to affordable housing. It highlights the design and functionality. This creates culturally sensitive and environmentally sustainable urban environments. The research presents an argument that vernacular design principles, as a repository for sustainable urban regeneration, would help balance modern living needs. It also addresses pressing issues of urbanization and environmental sustainability. Social cohesion is another important factor. The chapter advocates reimagining affordable housing through the lens of vernacular imagination. This approach balances modern living needs with the preservation of cultural heritage.