The invention provides a preparation method of a controlled release carrier of a glucose-responsive drug, solves insufficiencies that ConA and sugar ligands thereof are needed to be modified in prior art. The method comprises: (1) dissolving sugar-containing polymer units in a lye, adding divinyl sulfone, adjusting a pH to stop reaction, and dialyzing to obtain a sugar-containing polymer with vinyl sulfone groups; (2) dissolving the prepared substances in a buffer solution, adding a ConA activating solution; (3) adjusting pH of the mixture obtained in step (2) by using the buffer solution, adjusting the pH, adding drop by drop the product into a mixed solution of cyclohexane and an emulsion stabilizer, reacting, removing an oil phase at an upper level, and depositing a lower level to obtain the glucose-responsive carrier. By introducing the divinyl sulfone into the ConA-sugar-containing polymer carrier, the preparation steps for the carrier can be simplified, the sugar-containing polymer can be directly crosslinked with the ConA, thereby being simple and high-efficiency to fix the ConA, low in cost, convenient to implement, and beneficial for large-scale production.