Applied DSAS and multi-temporal Landsat imagery (1994–2024) to quantify 30 years of shoreline change along the Lake Victoria coast in Kisumu County, Kenya. The study divided the ~43 km shoreline into three zones and computed Linear Regression Rate (LRR), End Point Rate (EPR), and Net Shoreline Movement (NSM) across 480 transects. Results reveal dominant erosion near the Kibos River mouth (LRR −23.11 m/yr) and Nyando River mouth (LRR −44.90 m/yr), with significant accretion around Nyangande driven by rainfall-induced flood sedimentation. Findings highlight the urgent need for data-informed shoreline management to protect lake basin communities.