"Walk On Water" is a song by American hard rock band Aerosmith. It was written by Steven Tyler, Joe Perry, Jack Blades, and Tommy Shaw. It was released in 1995 as the second single from 1994's Big Ones, a compilation album featuring 12 of Aerosmith's biggest hits from the Geffen-era, which included two new songs. It was the band's last single to be released by Geffen before they returned to Columbia Records. It reached No. 16 on the US Billboard Mainstream Rock Tracks chart and No. 11 in Latvia.