Understanding uncertainty associated with stormwater quality modelling.- Pollutant build-up and wash-off processes variability.- Assessment of build-up and wash-off process uncertainty and its influence on stormwater quality modelling.- Case study - uncertainty assessment of heavy metals build-up and wash-off processes.- Practical implications and recommendations for future research.