We propose a novel universal deep hiding (UDH) meta-architecture to disentangle the encoding of a secret image from the cover image. Our analysis demonstrates that the success of deep steganography can be attributed to a frequency discrepancy between the cover image and the encoded secret image. Exploiting UDHs universal property, we extend UDH for universal watermarking and light field messaging.