This study examines forest fragmentation dynamics in the Ziarat District of Balochistan, Pakistan, from 1994 to 2024 using multi-temporal Landsat imagery and advanced geospatial techniques. Support Vector Machine (SVM) classification was applied to generate accurate land-cover maps, followed by Morphological Spatial Pattern Analysis (MSPA) to characterize forest structure into core, edge, islet, and bridge classes. Results reveal a continuous decline in core forest areas accompanied by an increase in fragmented components, indicating reduced ecological connectivity over time. Fragmentation intensified notably after 2010, closely linked to agricultural expansion and infrastructural development. Although a slight increase in total forest area is observed in recent years, spatial integrity continues to deteriorate. Vegetation indices further suggest rising moisture stress, highlighting physiological degradation alongside spatial fragmentation. Despite limitations such as medium-resolution imagery and limited ground data, the findings underscore the urgent need for targeted, science-based conservation strategies to protect Ziarat’s globally significant juniper forests.