This study presents a multi-omics analysis of 880 microbial community samples from the Earth Microbiome Project. Standardized methods reveal habitat-specific metabolite diversity and microbial associations, highlighting key taxa and metabolites that distinguish environments. This resource advances understanding of microbial ecology and provides a framework for future multi-omics studies.