The dataset contains time series of water levels and precipitation measured in the Erlenbach catchment and its vicinity in summer and autumn 2021. Moreover, the dataset contains a time series of flowing drainage network lengths calculated using the CEASE method developed by authors. Detailed description of the dataset is provided in the documentation.