Remote sensing and geographic information systems (GIS) provide powerful tools for precisely mapping flood risk. By collecting spatial data through satellites and aerial platforms, we can track changes in land use, topography, and water bodies that influence flood proneness. GIS then allows for the interpretation of this data to create detailed map