Rhenium has a special existence in precious metals. In current catalysis, nanoscale Re(O x ) is appreciated by researchers and used to design effective catalyst systems for a variety of hydrogenation reactions, which are widely applied in the fields of petroleum refining, industrial chemical production, and biomass conversion. Current reports focus on the shining characteristics of Re with changeable chemical valences and high oxophilicity. Re-based catalyst provides an essential electronic environment in bimetallic catalysts or behaves as the main reactive center with efficiency. Regardless, there are still limited research works on rhenium compared to other traditional metal catalysts. Herein, investigations concerning Re catalysis during the past decade are summarized. As a burgeoning star, the essential roles of Re sites as a decorator and even the main centers are interpreted in this Review. The advantages of Re in bimetallic and monometallic catalysts, the available-tuned surface and geometric structure, the factors influencing their catalytic behaviors, and the typical heterogeneous reaction models are expressed thoroughly. This Review may shed light on those researchers who are anxious to find more strategies to conquer a tough task and those who are just stepping into the world of rhenium catalysis.