What are Blinkies in Photography, and Do They Really Matter?

You're out in the field, having scouted out a new location to grab a landscape vista. You release the shutter button and then chimp the back of the camera to see what you've captured... the sky's blocked out, blinking back at you. You've got a dreaded case of the blinkies, but does it actually matter?