I've flown in planes a handful of times, looked down at the ocean on plenty of opportunities, and never observed any whales. I'd say the analogy is perfectly great.
Space isn't quite transparent, and a closer analogy would be to ask if you can spot bacteria and other microorganisms because something sentient the size of a whale
"scaled up to space" would be unrecognizable as such to us.