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When it comes to climate crisis research, current debates are increasingly thematizing the needs but also the challenges of collaborative, transdisciplinary work. Geophysical characterizations of climate change are increasingly deemed insufficient to respond to the challenges that vulnerable communities face worldwide. In this paper, I describe the work of studying‐while‐caring for an environmental data infrastructure in order to address this issue. I suggest framing “data management” anthropologically as a question of collective stewardship that is better conceived as a “knowledge infrastructure” (Edwards 2010) instead of a formal approach to automated data curation. To examine the sociotechnical blindspots of data management, I elaborate on the anthropological concept of “infrastructural blues” based on the data engineering work I conducted. For the conclusion, I discuss the concept of “common” as a substitute for “open” technologies and address the broader implications of the proposed shift toward community stewardship and self‐determination as guiding practices for socio‐environmental data governance.