Tumor-infiltrating regulatory T (TI-Treg) cells constitute key components within the tumor microenvironment (TME) to suppress antitumor immunity and facilitate tumor progression. Although multiple therapies have been developed to eliminate TI-Treg cells, most of them exhibit only modest efficacy and harbor risks of inducing immune-related adverse events (irAEs). Recent studies demonstrate that CC chemokine receptor (CCR)8 is highly and specifically expressed on effector TI-Treg cells in mice and humans, highlighting CCR8 as a promising target for selective TI-Treg cell depletion in the treatment of various cancers. Here, we concentrate on the latest understanding of CCR8 regarding its expression, functions, and regulation, and summarize the current landscape of CCR8-targeted therapies. With favorable efficacy and safety, the latter represent an important class of next-generation putative cancer immunotherapies.