Depends on the species. Some lay large eggs which hatch as tiny but fully developed octopuses and people have some success with those. Some lay small eggs and so far those babies have never been successfully raised, at least that's documented.
Any idea what species? Briareus, Bimac, and some dwarves lay large eggs. Seems most other species lay small ones.