Nature Microbiology, Published online: 15 September 2026; doi:10.1038/s41564-026-02479-0 Environmental temperature can be accurately inferred from the DNA composition of microbial communities across marine and soil ecosystems, using machine learning and based on tetranucleotide frequencies. GC content shows an opposing trend to temperature in these environments, associated with differences in nutrient availability.