Can Drug Dogs Smell CBD? Technically, yes, drug dogs could be trained to detect CBD. But don't freak out just yet. Take note of the phrase can be trained to detect CBD. This means that handlers would have to dedicate a lot of their time towards training them to smell CBD which isn't likely.