2'-Fucosyllactose (2'-FL), one of the primary human milk oligosaccharides (HMOs), exerts a pivotal influence on early human development as well as health benefits on other life stages. In this study, a high-yielding strain for 2'-FL production was constructed in Escherichia coli BL21star(DE3) using a systematic metabolic engineering strategy. The α-1,2-fucosyltransferase BKHT from Helicobacter sp. 13S00401-1 was selected as the optimal enzyme for 2'-FL biosynthesis, and the best variant F304W of BKHT was obtained to improve 2'-FL biosynthesis using semirational enzyme modifications. A "push-pull" strategy was implemented to optimize the carbon flux within the 2'-FL biosynthetic pathways. After the enhancement of the availability of cofactor GTP and NADPH, the 2'-FL titer reached 13.71 g/L in a shake flask. Finally, the engineered strain EFL54 produced 136.71 g/L 2'-FL with a productivity of 1.85 g/(L h) in a 5 L fermentor. This work provides a concrete foundation for the industrial-scale production of 2'-FL.