In clinical solid tumor treatment, intraoperative bleeding, compromised postoperative recovery, and increased non-specific toxicity from chemotherapy are always challenges. To address these limitations, we developed and well characterized novel alginate/chitosan-based hemostatic microspheres loaded with doxorubicin liposomes. The multifunctional microspheres exhibited optimal drug loading capacity and excellent drug encapsulation efficiency. Remarkably, this unique structural composition enhanced the hemostatic performance by improving their swelling and adhesion properties, surpassing those of commercial hemostatic microspheres CELOX® in both rat tail amputation and hepatic injury models. In a tumor recurrence model, SCs-lip microspheres, designed with a multi-release in situ drug delivery system, achieved sustained release of doxorubicin over an extended period, effectively reducing its toxic side effects while enhancing therapeutic efficacy. Biocompatibility experiments further validated the safety profile of this multifunctional materials. The development of this drug delivery system presents a promising opportunity to bridge the "treatment gap" between solid tumor resection surgery and chemotherapy, offering a potentially transformative approach for the application of anti-tumor drugs.