Simple intuition
Sometimes the target qubit does not end up looking interesting, yet the control qubit quietly picks up a phase. That hidden phase can later steer interference.
Precise explanation
If the target is prepared in an eigenstate of the controlled action, the action can appear as a phase on the control branch. This is one of the standard mechanisms behind oracle-based algorithms and phase estimation ideas.
Example or analogy
Analogy: you stamp a document on one side, but the pressure leaves a mark on the sheet underneath. The analogy is only about side effects; the real effect is a relative phase in the joint quantum state.
Common misconception
Phase kickback is not a separate force or extra postulate. It is ordinary unitary evolution viewed in a smart basis.