The application discloses an array substrate, comprising a base, a conductive pattern layer disposed on the base, a transparent electrode layer, and an insulating layer disposed between the conductive pattern layer and the transparent electrode layer, the conductive pattern layer comprises a plurality of first conductive patterns, the transparent electrode layer comprises a plurality of transparent electrodes, each of the transparent electrodes is electrically coupled to a corresponding one of the first conductive patterns through a corresponding via hole in the insulating layer, wherein at a position where at least one via hole is located, a stepped structure is formed between the first conductive pattern corresponding to the via hole and the base and/or the insulating layer such that a groove is formed at an upper surface of the array substrate at a position corresponding to the via hole. The application further discloses a display device.