Transposable elements (TEs) are mobile genetic elements in the genome and broadly distributed across both prokaryotes and eukaryotes, and play an important role in shaping the genome evolution of their hosts. hAT elements are thought to be the most widespread cut-and-paste DNA transposon found throughout the tree of life. Buster is a recently recognized family of hAT. However, the evolutionary profile of the Buster family, such as its taxonomic distribution, evolutionary pattern, and activities, remains largely unknown. We conducted a systematic analysis of the evolutionary landscape of the Buster family and found that most Buster transposons are 1.72–4.66 kilobases (kb) in length, encode 500–736-amino acid (aa) transposases and are flanked by short (10–18 bp) terminal inverted repeats (TIRs) and 8 bp target site duplications (TSDs). Buster family is widely distributed in 609 species, involving eight classes of invertebrates and most lineage of vertebrates (including mammals). Horizontal transfer events were detected across multiple phyla and classes of animals, which may have contributed to their wide distribution, and both parasites and invasive species may facilitate HT events of Buster in vertebrates. Our data also suggest that Buster transposons are young, highly active, and appear as intact copies in multiple lineages of animals. High percentages of intact copies (>30%) were identified in some Arthropoda, Actinopterygii, Agnatha, and reptile species, and some of these may be active. These data will help increase understanding of the evolution of the hAT superfamily and its impact on eukaryotic genome evolution.