Changing system behavior in a control board is the customer's dream. And the software engineer's nightmare.
Testability and explosion of testing scenarios.
Create polymorphic objects. Inject them externally.
This is an architectural pattern so it should be controlled/avoided by design policies.
Sometimes we use Feature togging as a safeguard mechanism. This is acceptable in a legacy system. These toggles should be very short-lived in a CI/CD system.
Hyper parameter settings should be managed by configuration objects. You can read these objects from any persistence media and change your system behavior in runtime in an explicit and controlled way.
Setting runtime behavior is great for software systems.
We should configure our objects, so they can behave in different ways, and we should achieve it in an explicit way with explicit behavioral objects.
In this way, our code will be more declarative, clean and testable. It is not as easy as adding an IF Statement. This kind of lazy developers bring lots of coupling and unexpected issues on our systems.
A system with 300 Boolean configurations has more test combinations (2 ^ 300), than the number of atoms in the universe (10 ^ 80).
Simplicity is the soul of efficiency.