The study utilised cutting-edge tools like Sentinel-1 synthetic aperture radar (SAR), Sentinel-2 optical imagery, Shuttle Radar Topography Mission (SRTM) digital elevation data, and Climate Hazards Group InfraRed Precipitation with Station data (CHIRPS). These tools provide detailed information on terrain, elevation, rainfall, and drainage characteristics, which are crucial for understanding flood dynamics in urban areas.