During the last decades, Earth Observations (EO) have increasingly been used to study global hydrology. However, using EO to analyze the water cycle is still a challenge, at the regional as at the global scale: EO suffer from numerous systematic and/or random errors and they are often not coherent with each other (Pellet and Aires. 2018). In particular, they generally do not close the water cycle budget.