The direct and selective conversion of syngas into C2+ oxygenates is challenging due to the complex reaction network. Here, we report a robust relay system for the direct synthesis of methyl acetate (MA) from syngas, which combines CuZnAlOx/H‐ZSM‐5 for syngas to dimethyl ether (DME) with modified H‐MOR for DME carbonylation. The dehydration of methanol to DME on H‐ZSM‐5 significantly enhanced the hydrogenation of CO on CuZnAlOx, because of high DME equilibrium yields. Blocking of Brönsted acid sites with basic molecules or selective dealumination of 12‐membered rings in H‐MOR suppressed the zeolite coking. Besides, reaction temperatures above 240°C avoided H2O poisoning of carbonylation sites inside 8‐MR side pockets of H‐MOR, further benefiting the catalytic stability. Eventually, this relay system provided a high MA selectivity of 75% and an acetic acid selectivity of 13% at a CO conversion of 65%, outperforming reported catalysts.