The invention discloses a drilling machine beneficial for cleaning up scraps. The drilling machine comprises a supporting frame, wherein a moving frame is arranged on the outer wall of the middle of the supporting frame, a controller is arranged in the middle of the back face of the moving frame, a motor is arranged at the top of the controller, a drill bit is fixedly connected to the middle of the bottom of the controller, and a collecting device is fixedly connected to the position, below the drill bit, of the right side of the top of the supporting frame. The invention relates to the technical field of drilling machines. According to the drilling machine beneficial for cleaning up the scraps, the phenomena that the scraps splash everywhere in the drilling process, the working environment is polluted, and cleaning is not facilitated are avoided, a leakage plate is provided with interception teeth, and fine filtering holes are formed in the leakage plate, so that the scraps in the device can be contacted and separated, a workpiece is further cooled, the drilling deviation caused by too high temperature generated in the drilling process is avoided, deformation caused by adhesion of scrap iron on the surface of a friction workpiece is effectively avoided, and the situation that scraps adhere to the interior of a circulation groove and are not convenient to clean up is further avoided.