The men executed by hanging went unconscious too fast. In a normal execution, the rope is longer, allowing for a drop. The drop snaps the neck and brings death within a few seconds. With no drop, death is by strangulation, which takes a few minutes.
When Barnes shoots Sugar in the warehouse, the harness line used to yank Sugar backward is clearly visible when outlined against the window.