One common challenge in 360-degree photo retouching is dealing with distortion and stitching issues, particularly when working with larger or more complex panoramas. Another challenge is ensuring consistency across the entire image, particularly when it comes to color and lighting. Finally, it can be difficult to balance the need for realism with the desire for a visually appealing final product.