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Microbial communities display robust statistical regularities across ecosystems, including recurring abundance distributions and scaling relations. In this work, I analyze multiple large microbial datasets spanning distinct biological and environmental contexts and show that they exhibit remarkably similar statistical patterns despite their underlying differences. This raises a central question: are these regularities emergent properties of ecological dynamics, or do they arise from generic statistical convergence mechanisms?