This article observes the relationship between the Courtesan and the celebrity in The Flowers in a Sea of Sin and Continuing the Flowers in a Sea of Sin, to discuss the different ways that Zeng Pu and Zhang Hong write the prostitutes and transform the tradition of the Courtesan Novel. First, Sai Jinhua cooperates with the patriots. From changing her stage names several times, we can see the process of Westernization. Fu Caiyun is the “beauty of the characterization” and become the object for celebrities to watch; Cao Menglan began to “exchange the Western information” and expand the communication with the celebrities. And then, she became Sai Jinhua for the “diplomatic negotiator”, which highlights that when Fu Caiyun converts stage name, the relationship would be closer to celebrities, and the image is vivid than The Flowers in a Sea of Sin. Second, I discuss the continuity and disillusion imagination of the beauties, and they are “lovers of celebrities”. Both two books are in line with the typical imagination of the beauty of the literati, but the Continuing the Flowers in a Sea of Sin more emphasizes on the narrative style of the Courtesan Novel to reduce the narrative tension. Zeng Pu and Zhang Hong all show the equal exchange of knowledge between the literati and courtesans, which is close to the traditional imagination of the novel of genius and beauty. In addition, the relationship between the copy of South courtesans and celebrities is not stable, but the surface imitation of Qinhuai courtesans and celebrities. The disillusion of imagination of the beauties in “Continuing the Flowers in a Sea of Sin” becomes a subversion of the tradition of the Courtesan Novel.