Why scent sports use these oils
Detection sports use essential oils because they are standard, easy to get, and not a danger to the dog when handled correctly. They also have strong, clear smells that are not found in most homes, so a dog does not confuse them with everyday objects.
The oils most people hear about are birch, anise, and clove. Cypress is sometimes added, as are others, depending on the organization and the level. Rules change, so check the current rulebook for the sport you plan to enter.
The oil itself is not the point. The point is that your dog learns to search for a specific odor and tell you when they find it. The same skill underlies real detection work.
Real-world detection dogs and their handlers use a very wide range of target odors, from explosives to medical scents. The sports borrow the idea and use safe, simple oils so pet owners can take part. If your dog loves this work, it is a window into what working dogs do all day.