The present disclosure provides a color film substrate and a preparation method therefor, a display device and a glue applying system. The method for preparing a color film substrate includes forming a transparent insulating layer, wherein thickness of the transparent insulating layer is determined according to thickness of a metal film layer on an array substrate that is paired with the color film substrate.