Abstract: The present disclosure provides a superparamagnetism-modified and neutrophil exosome biomimetic vesicle-based biological preparation for drug delivery, and a preparation method thereof, belonging to the technical field of engineered nanovesicle drug loading systems. The superparamagnetism-modified and neutrophil exosome biomimetic vesicle-based biological preparation for drug delivery prepared by the preparation method acts on tumor cell lines. It is found that the superparamagnetism-modified and neutrophil exosome biomimetic vesicle-based biological preparation for drug delivery can specifically target tumor cells, induce tumor cell apoptosis, and inhibit tumor growth. The biological preparation significantly extends a survival time of mice and improves an efficacy of drugs against cancers.