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