Gibberellin (GAs) is an important plant hormone that plays a key role in plant growth and development. Gibberellin 2-oxidase (GA2ox) catalyzes the inactivation of biologically active GA or their direct precursors. In this study, five GA2ox genes were isolated from the wild type Poa pratensis ‘Baron’, named PpGA2ox3, PpGA2ox4, PpGA2ox5, PpGA2ox8, and PpGA2ox9. Phylogenetic tree analysis showed that PpGA2ox3, PpGA2ox4, PpGA2ox5, and PpGA2ox8 belong to class I GA2ox genes, while PpGA2ox9 belongs to class III GA2ox genes. They expressed in all tissues of Poa pratensis, in each plant tissue and growth stage, the expression patterns were different. After GA3 spraying treatment, the expression of each gene showed different patterns. Subcellular localization showed that PpGA2ox3 was located in chloroplasts, while PpGA2ox5 and PpGA2ox9 were located in the cytoplasm. When PpGA2ox3 and PpGA2ox9 were overexpressed in Arabidopsis thaliana, they all led to a typical dwarf phenotype, as well as low plant height, small leaves and late flowering. Similarly, when they overexpressed in P. pratensis, the transgenic plants also exhibited a dwarf phenotype with a lower leaf length/width ratio. Hormone analysis suggested that these dwarfing traits might be caused by a decrease in GA4 content. These studies indicated that the PpGA2ox gene family played an important role in studying the mechanism of plant dwarfism and also had the potential to become important genes for the breeding of P. pratensis.