Disclosed are a display panel, a manufacturing method thereof, and a display device. The display panel includes a base substrate, the base substrate including a display region and a border region surrounding the display region, wherein the border region includes a specially-shaped border region; a first barrier structure configured to be disposed in at least the specially-shaped border region; and at least one second barrier structure configured to be disposed only in the specially-shaped border region.