Periodontitis, a widespread inflammatory disease, is the major cause of tooth loss in adults. While mechanical periodontal therapy benefits the periodontal disease treatment, adjunctive periodontal therapy is also necessary. Topically applied anti-inflammatory agents have gained considerable attention in periodontitis therapy. Although azithromycin (AZM) possesses excellent anti-inflammatory properties, its bioavailability is limited owing to poor water solubility and the absence of sustained release mechanisms. Herein, we synthesized biodegradable microspheres (AZM@PLGA-SF) for sustained AZM release to locally ameliorate periodontal inflammation and facilitate periodontal tissue regeneration. AZM was encapsulated in poly (lactic-co-glycolic acid) (PLGA) microspheres (AZM@PLGA) using single emulsion-solvent evaporation, followed by surface coating with silk fibroin (SF) via electrostatic adsorption, reducing the initial burst release of AZM.