The structures, names, bioactivities, and references of 75 marine diterpenoids from octocorals possessing a hydroperoxy group, including 46 cembranes, 8 eunicellins, 5 briaranes, 5 dolabellanes, 4 germacranes, 3 xenicins, 2 caryophyllanes, 1 decalin, and 1 pseudopterosin, are summarized in this review article. All the hydroperoxyditerpenoids mentioned in this review were isolated from octocorals from Alcyonacea (Briareum excavatum, Briareum polyanthes, Briareum violaceum, Briareum sp., Cespitularia sp., Cladiella tuberculosa, Cladiella sp., Clavularia inflata, Klyxum simplex, Lemnalia sp., Lobophytum crassum, Lobophytum sp., Nephthea pacifica, Sarcophyton cherbonnieri, Sarcophyton crassocaule, Sarcophyton glaucum, Sarcophyton mililatensis, Sarcophyton trocheliophorum, Sarcophyton sp., Sinularia arborea, Sinularia erecta, Sinilaria flexibilis, Sinularia gibberosa, Sinularia manaarensis, Xenia umbellata) and Gorgonacea (Astrogorgia sp., Eunicea calyculata, Eunicea pinta, Eunicea succinea, Eunicea sp., Pseudopterogorgia sp.). Among these isolates, 41 compounds exhibited potential biomedical activities, including cytotoxicity, antimalarial activity, anti‐inflammatory activity, and antibacterial activity.