Sialo-oligosaccharides are important products of emerging biotechnology for complex carbohydrates as nutritional ingredients. Cascade bio-catalysis is central to the development of sialo-oligosaccharide production systems, based on isolated enzymes or whole cells. Multienzyme transformations have been established for sialo-oligosaccharide synthesis from expedient substrates, but systematic engineering analysis for the optimization of such transformations is lacking. Here, we show a mathematical modeling-guided approach to 3MODIFIER LETTER PRIME-sialyllactose (3SL) synthesis from N-acetyl- d-neuraminic acid (Neu5Ac) and lactose in the presence of cytidine 5MODIFIER LETTER PRIME-triphosphate, via the reactions of cytidine 5MODIFIER LETTER PRIME-monophosphate-Neu5Ac synthetase and alpha 2,3-sialyltransferase. The Neu5Ac was synthesized in situ from N-acetyl- d-mannosamine using the reversible reaction with pyruvate by Neu5Ac lyase or the effectively irreversible reaction with phosphoenolpyruvate by Neu5Ac synthase. We show through comprehensive time-course study by experiment and modeling that, due to kinetic rather than thermodynamic advantages of the synthase reaction, the 3SL yield was increased (up to 75%; 10.4 g/L) and the initial productivity doubled (15 g/L/h), compared with synthesis based on the lyase reaction. We further show model-based optimization to minimize the total loading of protein (saving: up to 43%) while maintaining a suitable ratio of the individual enzyme activities to achieve 3SL target yield (61%-75%; 7-10 g/L) and overall productivity (3-5 g/L/h). Collectively, our results reveal the principal factors of enzyme cascade efficiency for 3SL synthesis and highlight the important role of engineering analysis to make multienzyme-catalyzed transformations fit for oligosaccharide production.