Previous studies have investigated the spread of the representation of synoptic scale mid-latitude precipitation, as well as tropical cyclone lifetimes, tracks and intensities between global reanalysis datasets, but not tropical cyclone precipitation. Our study analyzes the representation of tropical cyclone precipitation in eight global reanalysis datasets by taking the official best track of tropical cyclones from the International Best Track Archive for Climate Stewardship (IBTrACS) dataset and assigning precipitation to each tropical cyclone for these reanalyses. Preliminary results quantifying the spread in tropical cyclone precipitation between the datasets are presented by considering various timescales and different regions of the world. The results are also compared to various observational precipitation datasets.