The present invention relates to a short cell penetrating peptide derived from the Epstein-Barr virus basic leucine zipper transcriptional activator (ZEBRA), optionally linked to a cargo molecule. It also relates to a complex comprising the cell penetrating peptide and a cargo molecule, as well as cells loaded with the complex and the use thereof in therapy and diagnosis.