Reverse total shoulder arthroplasty (rTSA) has been demonstrated to be an effective intervention for various shoulder disorders. The number of rTSA-related studies performed has increased annually over the past three decades. The Journal of Shoulder and Elbow Surgery had the highest number of publications and citations in the rTSA-related research domain and is therefore considered to be the most influential journal in this field. The USA published the most publications and established a high degree of cooperation with many countries worldwide. The University of Florida, the Hospital for Special Surgery, and Rush University, Mayo Clinic were representative and active institutions in this field. It is anticipated that advancements in prosthesis design, specifically with regards to lateralized design concepts, expanding indications for rTSA, a trend toward younger patient populations, and the management of postoperative complications will emerge as research hotspots in the following years. The most valuable publications, influential journals, major researchers, and leading countries were analyzed. The findings of our study will help researchers gain insights into current research hotspots and frontiers and shape their research focus in the field of rTSA.