The present disclosure provides a backlight module and a method of manufacturing the same, as well as a back plate and a display device, the backlight module comprising: a backlight strip; a solder spot disposed on a back surface of the backlight strip; light strip glue attached to the side of the backlight strip on which the solder spot is disposed; and a back plate disposed on the side of the light strip glue away from the backlight strip; wherein a groove is provided on the side of the back plate adjacent to the light strip glue and at a position corresponding to the solder spot.