Early-onset cancers are rising worldwide, and this Cell Perspective argues that cancer prevention must move beyond static risk-factor snapshots toward life-course exposure mapping, tissue-level biology, and dynamic estimates of preventability. The authors propose three linked frameworks to speed discovery of cancer causes and translate those findings into more precise prevention and interception strategies.