This study is part of the Future Climate For Africa’s HyCRISTAL project that aims to understand the variability and change of the East African hydrological cycle. We exploit multiple observational and reanalysis products to explore the processes involved in the inter-annual variability and long-term trends of seasonal rainfall over East Africa, with a focus on the atmospheric water budget terms, precipitation recycling and large-scale atmospheric moisture transport. Our initial findings indicate that model reanalyses, often used a trusted reference for atmospheric fields, capture some aspects of the observed rainfall variability but fail to capture the observed rainfall trends, raising concerns over the reliability of these data sets for understanding long-term changes in the climate. Further analyses are underway to scrutinise each reanalysis individually and determine what useful information can be obtained. Our analyses will eventually be extended to the CMIP5 suite of models to better understand climate model deficiencies.