Reflected light is not a bad choice. Quite the opposite. For many applications, it is the best or even the only viable solution.
But when it comes to edge measurement, you must always be aware of what your illumination actually reveals. And what it hides.
Backlight measures geometric reality.
Reflected light measures the optical reality of the surface.
Both are valid. But they are not the same.