I agree with you above statement. However, in regards to your example. I often wonder how much of the increase is due to Google overcoming ad blindness and how much is because of the ads are truly more engaging.
Good question. That's where longer-term measurement comes in. Overcoming ad blindness is a transitory thing that goes away after a period of time while engagement tends to stick (as measured by CTR, say).