During the 20th century, the large managerial corporation became the dominant economic institution of capitalism. However, the current emergence of peer to peer online platforms entails major economic, organizational and social transformations. While these platforms are often depicted as radically new organizational innovations born of the digital world, this essay develops an alternative analysis rooted in the history and theory of organizations. The central argument is that the emergence of platform capitalism should be understood as a digital reincarnation of the putting-out system, a pre-industrial organizational form that preceded the emergence of manufacturing and the managerial corporation. After drawing the analogies between the old putting out system and platform capitalism, we discuss the implications of such a return. While the digital putting-out system stands in stark opposition to the managerial view of the corporation, it appears to be fully coherent with financial capitalism, as it fits in perfectly with the financial theories of the firm. This process of financialization not only affects organizations but also profoundly reshapes individual identities by transferring processes of strategization and financialization to the individual level. Implications are discussed in terms of individual transformations and social and legal responsibilities of platforms.