The Arf gene family is essential for crop growth and development by regulating vesicle transport. However, few studies exist on the role of Arfs in the growth and yield formation of Brassica napus. Here we provide an exhaustive account of the phylogeny and expression of the 66 Arfs in rapeseed. We found that the expansion of Arf gene family is mainly through whole genome duplication, and some genes are loss during the expansion process. Expression analysis revealed that the Arfs in group X, with the exception of BnaC02.ARFA1B, BnaC06.ARFA1A.2, and BnaA07.ARFA1A.2, exhibited high expression levels across various tissues of B. napus at different developmental stages. These results indicate that the Arfss in group X were important in influencing rapeseed growth and development. We have found that Arfs in B. napus may have a more complex regulatory mechanism due to homologous recombination and gene sub-functionalization. Haplotype analysis indicated that Arfs regulate B. napus yield formation. We found high expression of BnaC07.ARFA1A in all tissues, and its overexpression significantly increased rapeseed silique number and yield. The comprehensive analysis will further characterize the functions of Arfs in B. napus and enhance regulatory networks for yield formation in B. napus.