The use of big data in smart cities poses new questions about higher education and community-university engagement practices in addressing longstanding social and economic exclusion in urban communities. Drawing on transdisciplinary ideas in higher education, cultural theory, and science and technology studies, primary concerns in the era of big data are considered with current conceptualizations of higher education engagement and anchor institution purposes. Tensions in the narratives of civic engagement and democratic practice for community well-being are juxtaposed with tensions in the smart citizen narrative implied by the idealized smart city design. A new framing of community-university relations under what I term "hyper-local" engagement is suggested for more justice-oriented and democratic practices when universities interact with their surrounding communities given the impending and sweeping changes occurring from the use of big data in social policy.