Damage functions are an essential tool for vulnerability assessment and the quantification of disaster loss. They are often tailored to specific hazards and regions, which complicates knowledge transfer between different hazards and places. In our work, we unify approaches for climate-related hazards, e.g. for storms and coastal floods. A unified damage function is embedded in an uncertainty framework, where we identify the dominating sources of uncertainty on local and regional scales.