The present disclosure provides a display substrate, a method for preparing the same, and a display device. The display substrate includes: a substrate, a display unit arranged on the substrate, and an ultraviolet shielding layer arranged on a side of the display unit away from the substrate, wherein the ultraviolet shielding layer covers at least a portion of the display unit and includes at least two ultraviolet absorbing materials having different ultraviolet absorption bands.