The deep sea, Earth's largest yet least-explored biome, harbors vast microbial diversity. In this issue of Cell Host & Microbe, Guo et al. uncover its hidden functional potential through metagenomics guided by AI-predicted protein folds, while Eriksson et al. reveal how microbial diversity is structured across latitude and depth.