Octopus frequently produce eggs in captivity, females then almost always die. Wild caught, the females often arrive and then produce eggs. I'm assuming this is a common octopus and therefore there has been no attempted mixing with a male? Lessers can sometimes be kept with more than one in a tank.
They (the aquarium) may make much of the fry if they hatch, but I am not yet aware of any octopus hatched in captivity ever being raised to adulthood, as it is difficult to cultivate plankton small enough for the fry to be able to eat at all, let alone in sufficient numbers to support their growth. Things may have moved on in the last few years, so correct me if I'm out of date.