Bacterial communities drive ecosystem stability and functions under global change, but their specific roles are complex. In soils, while bacterial diversity correlates with some ecosystem processes like carbon mineralization, key predictors include microbial biomass, 16S gene abundance, and specific bacterial taxa. These factors better explain ecosystem stability and function, providing insights for predicting microbial impacts on ecosystems.