Direct transformation of methane into methanol (DMTM) remains a significant challenge of C1 chemistry. Herein, we investigate the continuous N2O-DMTM over Cu-FER zeolite. A two-dimensional (2D) spatial structure favored tandem catalysis is for the first time unraveled, that leads to boosted (CH3OH+DME) productivity, corresponding to 2736 μmol gcat-1 h-1 or 58,368 mmol molCu-1 h-1 of CH3OH, and improved reaction stability (passing through 100 h’s long-term test). A unique dual Cu single atom site located at parallel 6 membered ring (MR) of 8 MR channel can be generated, which serves as the primary CH3OH production active site exhibiting super higher activity than those of traditional monomeric [Cu]+ and Cu dimer sites. The generated CH3OH can subsequently diffuse from 8 MR channel into 10 MR main channel and directly react with the radicals of CH3– and OH- to produce DME, which not only favor DME production but also efficiently prevent carbon deposition. Present work highlights a tandem catalysis over Cu-FER, which would substantially favor other efficient catalyst design for N2O-DMTM.