Microbiome markers are identified using advanced techniques such as metagenomics, metatranscriptomics, and metabolomics. These methods involve sequencing the genetic material of microorganisms, analyzing gene expression patterns, and profiling metabolic products, respectively. High-throughput sequencing technologies and computational tools are integral in processing and interpreting the vast amounts of data generated.