The study introduces a sparse spectro‑tomography method that cuts data needs in scanning mode by about two orders of magnitude, enabling high-sensitivity, low‑dose 3D chemical imaging. It uncovers surface Co reduction and Mn loss in battery particles, revealing key degradation pathways.