A civilization could hide from extraterrestrial observation by encoding their signals so thoroughly that they are indistinguishable from background radio noise.

“if a planet wanted to hide right from Alien eavesdropping they would make sure that all signal transmission was so thoroughly encoded that it was indistinguishable look like the noise of the universe”