The findings of temporal and spatial separations in LiH growth and extended SEI growth lead to our conclusion that there are two distinct pathways to LiH growth and extended SEI growth. Our multiscale imaging provides a link between individual compositions in the materials and their structural contexts to yields a better understanding of distinct aging modes in Li metal anodes to inform mitigation strategies to optimize Li metal batteries.