Exosomes hold great potential to deliver therapeutic reagents for cancer treatment due to its inherent low antigenicity. However, several technical barriers need be overcome before widely clinical applications, such as low productivity and ineffective cancer targeting. The present study aimed at creating a new biomanufacturing platform of cancer-targeted exosomes for drugs delivery.Specifically, we created a scalable, robust, high-yield, cell line-based exosomes production process in stirred-tank bioreactor, and developed an efficient surface tagging technique to generate mAbexosomes. The in vitro characterization using transmission electron microscopy, NanoSight nanoparticle tracking analysis and Western blotting confirmed the high quality of exosomes. Flow cytometry and confocal laser scanning microscopy imaging demonstrated mAb-exosomes had strong surface binding to cancer cells. Furthermore, to validate the targeted drug delivery efficiency, we loaded Romidepsin, a histone deacetylase inhibitor, into mAb-exosomes. The in vitro anti-cancer toxicity study showed high cytotoxicity of mAb-exosome-Romidepsin to cancer cells. Finally, the in vivo study using tumor xenograft animal model validated the cancer targeting specificity, anti-cancer efficacy, and drug delivery capability of the targeted exosomes. In summary, we developed new techniques enabling targeted exosomes for drug delivery to support large-scale animal studies and facilitate the translation from research to clinics.