 This research examined the spatial analysis of site suitability for petrol filling stations in the Lahore Metropolitan Corporation, LMC. It found that 88% of the existing petrol pumps met the required standards, while 12% did not. Additionally, it predicted the future urban sprawl using cellular automotive modeling, which indicated a highly alarming result. To address these issues, the research suggested incorporation of GIS tools into decision-making processes to ensure proper planning of petrol pump locations. This article was authored by D. Raza, S. Mirza, H. Shu, and others.