Sherlie \sh(er)-lie\ as a girl's name is a variant of Shirley (Old English), and the meaning of Sherlie is "bright meadow".
The baby name Sherlie sounds like Sharlie, Sherrlie, Sherli and Sherlee. Other similar baby names are Sherrie, Sherie, Shellie and Sheraie.