A data storage device includes a nonvolatile memory device including a reference memory region and a normal memory region, and suitable for determining whether to perform a refresh operation, based on the reference memory region; and a controller suitable for determining a first memory region in the normal memory region based on wear leveling operation data, and controlling the nonvolatile memory device to perform the refresh operation for a second memory region excluding the first memory region in the normal memory region.