The genus Arcanobacterium is constantly growing as novel species are identified. In particular, harbor seals have proven to be a common reservoir for bacteria of this genus. Here, we announce the complete genome sequence of another Arcanobacterium species-namely, Arcanobacterium pinnipediorum strain DSM 28752, isolated from a harbor seal.