Terrestrial ecosystems account for about half of the global carbon dioxide sink, and are the major contributor to interannual variations in global carbon uptake (Friedlingstein et al., 2020). The primary production is often sensitive to precipitation dynamics, especially in water limited ecosystems (Jung et al., 2017;Poulter et al., 2014;Zhao & Running, 2010). Precipitation seasonality, which is defined as seasonal precipitation timing, drives the dynamics of terrestrial water balance, determines which seasons have water surpluses or deficits, and thus drives the seasonal dynamics in primary production (Chou et al., 2008;Epstein et al., 1999). It is widely reported that seasonal precipitation timing is changing under climate change worldwide (Konapala et al., 2020). For example, precipitation has been advanced in China, central Asia, and North America (Jiang et al., 2020;Mao et al., 2022;Volder et al., 2013). Meanwhile the Earth system models have projected a regional heterogenous shift of precipitation seasonality under future climate change (Hegerl et al., 2015). Shifting precipitation seasonality may play an important role in regulating interannual variations in primary production (Hajek & Knapp, 2021). However, compared with annual accumulated precipitation, the potential impacts of seasonal precipitation timing at regional scale were so far not well understood (Ru et al., 2018;Zheng et al., 2022).