data stream services is needed to address emergency challenges, Earth science research, and UN SDGs (Guo, 2018).This special issue includes eight papers. Five of these are concerned with open valueadded datasets on snow (Jiang et al., 2022), lake ice (Wang et al., 2021), glaciers (Lhakpa et al., 2022, sea ice , and heat fluxes (Duan et al., 2022), respectively, and two others are about the applications based on the in situ and value-added data from remote sensing (Wu et al., 2021;Chalov et al., 2022). In another study (Liang et al., 2021), Big Earth Data is successfully used to study the melting of Antarctic ice based on cloud computing; the original EW mode dataset was open in this issue for further development.