 Many microbiome differential abundance methods are available, but it lacks systematic comparison among them. Here, the authors compare the performance of 14 differential abundance testing methods, on 3816 sRNA gene datasets with two sample groups, and show ALDX2 and Anchomaii produce the most consistent results. This article was authored by Jacob T. Neering, Gavin M. Douglas, Molly G. Hayes, and others.