This editorial calls for a strategic shift in our approach to cancers of unknown primary (CUP), one that generates a comprehensive multidimensional portrait of cancer in patients with CUP, to model the biology at the individual level and identify the right therapeutic target accordingly. The framework of this approach is based on the integration of basic biology, biotechnologies, data sciences, clinical research, and social sciences.