Simple Summary Toll-like receptor (TLR) signaling contributes to the pathogenesis of inflammatory oral diseases, such as periodontal disease by stimulating osteoclast differentiation and function. Recent reports suggest that various components from bacteria, viruses, and autologous cells act as TLR ligands. Lipopolysaccharide (LPS), a TLR4 ligand, induces osteoclast differentiation and bone resorption; however, blocking PGE2 synthesis or antagonizing PGE2 receptor signaling abrogates LPS-induced inflammatory bone resorption. In addition, other ligands for TLR2/1, TLR2/6 and TLR3 facilitate PGE2 production, leading to osteoclastic bone resorption. This review introduces the latest findings regarding the relationship between TLR signaling pathways and inflammatory bone resorption.Abstract Toll-like receptors (TLRs) are pattern recognition receptors expressed in immune cells, including neutrophils, macrophages, and dendritic cells. Microbe-associated molecular patterns, including bacterial components, membranes, nucleic acids, and flagella are recognized by TLRs in inflammatory immune responses. Periodontal disease is an inflammatory disease known to cause local infections associated with gingival inflammation, subsequently leading to alveolar bone resorption. Prostaglandin E2 (PGE2) is a key mediator of TLR-induced inflammatory bone resorption. We previously reported that membrane-bound PGE synthase (mPGES-1)-deficient mice failed to induce bone resorption by lipopolysaccharide (LPS), a major pathogenic factor involved in periodontal bone resorption. Further experiments exploring specific pathogen-promoting osteoclast differentiation revealed that various TLR ligands induced osteoclast differentiation in a co-culture model. The ligands for TLR2/1, TLR2/6, TLR3, and TLR5, as well as TLR4, induce osteoclast differentiation associated with the production of PGE2 and the receptor activator of nuclear factor-kappa B ligand (RANKL), an inevitable inducer of osteoclast differentiation in osteoblasts. In vivo, local injection of TLR ligands, including TLR2/1, TLR2/6, and TLR3, resulted in severe alveolar bone resorption. This review summarizes the latest findings on TLR-mediated osteoclast differentiation and bone resorption in inflammatory diseases, such as periodontal diseases.