This study integrates remote sensing, GIS, and aeromagnetic geophysical methods to evaluate mineral resources in the Bahariya-Farafra region, Western Desert, Egypt, to promote sustainable industrial development. The region is rich in various nonmetallic minerals and ornamental stones, including calcite, gypsum, clay minerals, sandstones, limestones, and dolomites, as well as significant iron ore deposits. Advanced edge detection filters and CET grid analysis were applied to aeromagnetic data to delineate geological structures, fault systems, and areas with potential mineralization. The results reveal promising zones for sulfide-bearing minerals, supported by identifying key lineaments associated with mineral accumulation. This comprehensive approach offers valuable insights for investment in strategic industries, enhances national income, and encourages urban development, contributing to alleviating population density issues in urban centers. The study underscores the importance of multi-disciplinary methodologies in resource assessment, laying the groundwork for future exploration and sustainable development initiatives in Egypt's Western Desert.