Water-gas shift (WGS) reaction is an important intermediate step in converting fossil fuels to hydrogen (H 2) for chemical production or power generation. Catalytic membrane reactor with a H 2 perm-selective membrane can improve WGS reaction conversion and separate H 2 from carbon dioxide (CO 2) simultaneously. In this work, experimental work and modeling analysis were performed on WGS in a tubular ZSM-5/silicalite bilayer membrane composed of a 3µm ZSM-5 layer, a 8µm silicalite base layer and a 2µm YSZ barrier layer supported on α-alumina substrate. The experimental and modeling studies demonstrated that temperature, H 2 O/CO ratio, gas hourly space velocity (GHSV) and feed pressure are key factors that determine the WGS performance in the tubular zeolite membrane reactor. At 500 o C and under 5 atm with the H 2 O/CO ratio of 3.0 and GHSV of 72000 h-1 , the CO conversion and H 2 recovery reached 89.8% and 28.5%, respectively. Appropriate temperature, pressure, H 2 O/CO ratio and GHSV are crucial to obtain high reaction performance. Modeling analysis coupled with experimental data identifies the optimum operation conditions (550 o C, feed pressure of 20 atm, H 2 O/CO ratio of 2.0, GHSV of 60000 h-1) under which one can achieve both high CO conversion (>95%) and H 2 recovery (>90%) for WGS in this zeolite membrane reactor.