This paper examines how data-driven marketing restructures consumer knowledge in the digital economy. At the micro level, recommendation systems, personalization, and dynamic pricing alter how consumers perceive options, make decisions, and learn about markets. At the meso level, firms adopt algorithms as infrastructures of knowledge production, embedding predictive models into strategy and innovation. At the macro level, platforms and regulators define the rules of visibility, accountability, a