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. , local treatment with AZM@PLGA-SF microspheres significantly reduced periodontal inflammation and restored periodontal tissue to healthy levels. Mechanically, the formulated microspheres regulated the periodontal inflammatory microenvironment by reducing the levels of pro-inflammatory cytokines (tumor necrosis factor -α, interleukin [IL]-6, interferon-γ, IL-2, and IL-17A) in gingival crevicular fluid and promoted the expression of anti-inflammatory cytokines (IL-4 and IL-10). AZM@PLGA-SF microspheres demonstrated excellent biological safety. Therefore, we introduce an anti-inflammatory therapy for periodontitis with substantial potential for mitigating periodontal inflammation and encouraging the repair and regeneration of periodontal tissues.