The area change in Agricultural Land to Agricultural Land category indicates a substantial increase of 2279.67 sq.km, reflecting the persistence of agricultural activities in the region. Furthermore, conversions from Agricultural Land to other categories are observed, with significant transformations noted in Built Area (122.38 sq.km), Water Body (80.15 sq.km), and Dense Mangrove (9.48 sq.km). This suggests ongoing urbanization, waterbody expansion, and mangrove encroachment dynamics. Conversely, transitions from other land cover types to Agricultural Land are also documented, underscoring land use changes within the study area. These findings highlight the complex interplay of natural and anthropogenic factors shaping the landscape over the past decade.