Obsessed with the existence of mythical kingdoms in the sky, Nobita is relentlessly mocked by his friends for believing in clouds. Determined to prove them wrong, Doraemon uses his advanced gadgets to construct a magnificent, sprawling cloud kingdom. Joined by Gian, Suneo, and Shizuka, the group eagerly builds their utopian paradise, complete with a private amusement park and luxurious mansions, utilizing secret tools like the Cloud Clay and Cloud Gas.However, their innocent fun is abruptly shattered when they accidentally discover a hidden, highly
advanced civilization thriving within a remote storm cloud. This hidden realm, the Kingdom of Plantwalkers, is governed by enigmatic humanoids who view surface dwellers with deep suspicion and hostility due to humanity's history of
environmental destruction. The group is captured, and they learn of the Kingdom’s apocalyptic contingency plan: to unleash a massive flood upon Earth to cleanse it of polluting humans, a catastrophic event known as Noah's Operation.Desperate to save their homeworld, the friends are separated. Nobita and Doraemon manage to forge an uneasy alliance with Tagaru, a sympathetic young citizen of the cloud kingdom, and Pal, a chimeric pet given human-like intelligence. They race against time to halt the impending disaster. Meanwhile, Suneo, Gian, and Shizuka are put on trial by the kingdom's council, forced to defend humanity's potential for change.Tensions reach a boiling point as the climate authorities activate the machinery to submerge the Earth. Doraemon and Nobita navigate treacherous sky-high fortresses, battling automated defense systems and eluding heavily armed guards. Just as the deluge is about to commence, the friends present impassioned pleas, showcasing humanity's capacity for love, art, and ecological stewardship. Moved by their unwavering bravery and the genuine remorse shown by the children, the supreme council reconsiders their harsh judgment.Ultimately, the leaders halt the flood operations and agree to integrate their society with the surface world gradually, fostering a bridge of understanding between the two civilizations. The cloud kingdom safely departs to a distant sector of the sky, leaving Nobita and his friends back on Earth. They return with a profound lesson about environmental responsibility, cherishing the fragile balance of nature, and realizing that the sky holds secrets far greater than they ever imagined.