What height does one have to reach for the planet to start zooming 1,000MPH underneath you?

"The atmosphere spins 1,000MPH too!" the people say

Does that actually make sense, though? Or is that just what NASA told you 5 million times, so you're repeating it without actually asking yourself if it passes the common sense test...