Why do people say "you can compress a liquid" when the water at the bottom of the ocean is compressed?

... and salt water is more dense and non-brackish water-- so it's not like the density of water is fixed. Of course it's hard to compress. but a glass of potable water is far far less dense than salt water on the bottom of a super salty lake.