This integrative article explored how nurse-researchers craft and negotiate researcher identity through reflexivity. Drawing on three reflexive narratives situated across distinct practice and career contexts, including academe and military nursing, this article synthesized how personal histories, professional roles, and methodological training intersect in order to shape how one becomes a researcher. Guided by Benner's novice-to-expert lens and contemporary discussions on positionality and reflexive practice, this article's synthesis surfaced recurring themes: identity-in-motion rather than identity-as-status; persistence and vulnerability as engines of growth; insider–outsider movements and the ethical responsibilities being invited; and methodological pluralism as a value stance that links rigor with relevance and care. The narratives also illuminated how institutional cultures, resource constraints, and role expectations contour opportunities for inquiry, while reflexive writing functions as both method and pedagogy, supporting integrity, accountability, and epistemic fluency. It was argued in this article that cultivating researcher identity in nursing requires spaces that normalize doubt, foreground values, and make visible the relational, moral, and political textures of knowledge production. Implications included embedding explicit reflexivity and positionality work in curricula, mentoring, and research supervision; recognizing mixed-methods and qualitative approaches as complementary pathways to impact and to align institutional supports with nurses' dual commitments for both practice and scholarship. In this article, the process of becoming a nurse-researcher had been shown to be a continual practice of courage, reflexivity, and commitment that is by doing it, and learning it, until nurse-researchers make it.