A data processing system, a data processing implemented system, and an article of manufacture for resizing an image. A removable features list is generated, and the generated removable features list identifies one or more removable features associated with the install image. A removable components list is generated, and the generated removable components list identifies one or more components associated with the one or more removable features. The generated removable features list and the generated removable components list are used to determine which files may be removed from the install image so that removal of one or more components does not impact features that are not to be removed.