AbstractConservation guidance—an authoritative source of information and recommendations explicitly supporting decision‐making and action regarding nature conservation—represents an important tool to communicate evidence‐based advice to conservation actors. Given the rapidly increasing pressure that climate change poses to biodiversity, producing accessible, well‐informed guidance on how to best manage the impacts and risks of changing climatic conditions is particularly urgent. Guidance documents should ideally be produced with multistage input from stakeholders who are likely to use and implement such advice; however, this step can be complicated and costly, and remains largely unformalized. Moreover, there is currently little direct evidence synthesized for actions that specifically target climate change and guidance remains largely absent. Here, we introduce a process for co‐developing guidance for species conservation in the face of climate change, using seabirds in the North‐East Atlantic as a case study. Specifically, we collated evidence on climate change vulnerability and possible conservation actions using literature synthesis, stakeholder surveys, and ecological modeling. This evidence base was then discussed, refined, and expanded using structured stakeholder workshops. We summarize the knowledge gained through stakeholder engagement and provide recommendations for future international efforts to co‐produce conservation guidance for managing wildlife, in the context of a rapidly changing climate.