Networks are almost ubiquitous in the social sciences, in terms of method and structure. Dominant discourses around networks–concerning their purported democratic, progressive values and capacities–also impact how they are approached in research. This article illustrates the potential of this impact by tracing the trajectory and findings of a project focused on networked discussion of an Internet privacy debate. Using mixed methods—hyperlink network mapping, textual analysis (qualitative and quantitative), and semi-structured interviews—I examine online framing of a controversial data protection concept, the Right to be Forgotten. Initial, more “traditional” research approaches allowed for insight only into the most central and visible frames and sources. This led to a reorientation of research approach. In attempt to diversify sources and framings, I began focusing on the margins and off the “networked public sphere.” This article thus also recounts the significant empirical findings that resulted from such reflexivity and reorientation.