Microorganisms play essential roles in the health and resilience of cnidarians. Understanding the factors influencing cnidarian microbiomes requires cross study comparisons, yet the plethora of protocols used hampers dataset integration. Our objective was to unify 16S rRNA gene sequences from cnidarian microbiome studies under a single analysis pipeline. We reprocessed 12,010 cnidarian microbiome samples from 186 studies, alongside 4,002 poriferan, cultured Symbiodiniaceae, and environmental samples, unifying ~6.5 billion sequence reads. This meta-analysis uncovered an incredible diversity of 86 archaeal and bacterial phyla. Globally, cnidarian microbial composition, richness, diversity, and structure are primarily influenced by host phylogeny, sampling depth, and ocean body. Host phylogeny and sampling depth also influenced the Cnidaria ‘core microbiome’. We identified host and geographical generalist and specific Endozoicomonas clades within Cnidaria and Porifera. This meta-analysis forms a framework for understanding factors governing cnidarian microbiomes, creating a baseline to help elucidate the impact of stress associated dysbiosis.