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Increasingly, data about the world is communicated visually through maps, graphs, and diagrams. Advances in technology have also increased the accessibility of such visual information for blind and low-vision (BLV) populations. However, most such efforts lack sufficient attention to the broader sociotechnical systems—interactions between educators, students, tools, curricula, and meaning-making practices—that BLV students navigate as they learn to access and interpret certain visual content. Drawing from the Visual Impairments Field and the Learning Sciences, we propose a framework to systematically consider how data visualization literacy might be supported for BLV students across a variety of accessibility tools, visualization types, and student-instructor interactions. This framework repositions technological tools alongside general education and specialist teachers, data reasoning practices, and student agency.