Python library and CPU-only container for shallow OME-Zarr normalization in BIOMERO. Reuses verified canonical pixels while retaining new and changed image and label data, reducing storage and result transfers. Shared by BIOMERO.importer and remote Slurm workflows; no OMERO connection or credentials required.