The present invention relates to a short cell penetrating peptide derived from ZEBRA, optionally linked to a cargo molecule. It also relates to a complex comprising said cell penetrating peptide and a cargo molecule, as well as cells loaded with said complex and the use thereof in therapy and diagnosis.