The octopus is a wily sea creature that can be surprisingly hard to catch in real life. They have an unusually strong intelligence, a unique shape, and special abilities like ink and camouflage, which all combine to make them one of the most fascinating creatures on Earth. Stardew Valley doesn't go into all these details, but in exchange the game makes them very hard to catch.