Transformations in land use induced by urban sprawl are some of the most significant concerns for environmentalists and planners in most developing countries in the twenty-first century. This study presents a comprehensive investigation of the spatio-temporal changes in land use/land cover (LULC) and urban sprawl in the Greater Hyderabad Municipal Corporation (GHMC) district of Telangana, India, over 30 years, from 1995 to 2025. Landsat images from multi-temporal time periods were used to map LULC changes using the supervised Maximum Likelihood Classification (MLC) technique. The study estimated urban sprawl using three techniques: Shannon's entropy calculation, concentric buffer zone analysis, and directional sprawl in four inter-cardinal directions. From 1995 to 2025, there is a notable increase in the built-up area, from 151.56 km² (24.80%) to 381.55 km² (62.60%), add on to about 230 km² over the three decades under review. There is a reduction in vegetation area and open areas due to increased anthropogenic pressure. The Outputs from the Transition matrix show that 45% of built-up expansion is gained from vegetation cover and open land. Shannon's entropy values rose progressively from 0.712 to 0.741 across the study period, signaling a shift from relatively compact urban form toward increasingly dispersed peripheral development. Spatial analysis reveals that growth was most pronounced in the north-western and north-eastern quadrants, closely aligned with major transport corridors and economic zones. Edge expansion emerged as the dominant mode of urban growth in GHMC, contributing 52.69% during 1995–2005, decreasing to 21.44% during 2005–2015, and increasing again to 25.87% during 2015–2025, reflecting renewed peripheral urban development.
These findings highlight the dominance of edge expansion as a major driver of urban sprawl in GHMC and emphasize the urgent need for integrated and evidence-based urban planning strategies to effectively manage uncontrolled peripheral growth and promote sustainable urban development within GHMC.