Abstract: This study looks into the various aspects that affect how housing properties are priced at retail. Understanding the complex interactions between various factors is essential for stakeholders in the modern real estate market, from developers and investors to legislators. The research uses a thorough methodology, examining structural, locational, economic, and demographic aspects that affect housing property values. The research aims to provide a nuanced understanding of the complex web of influences shaping retail prices in the housing market by synthesising existing literature and utilising cutting-edge analytical tools. The study's insights may help real estate market players navigate the complexity and uncertainty involved in housing property pricing, which could influence strategic decision-making in the industry. Ultimately, this study adds to the larger conversation about affordable housing, stable markets, and urban development that is sustainable.