A mattress is mostly air. Lifting a mattress out of water would usually involve the mattress being soaked. A soaked queen size mattress weighs about one metric ton.
Removing a floaty from a pool quickly usually sucks the water along with it, which acts like a suction cup, but doing so slowly has no such limitation as air can freely flow under it.
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