The β‐nucleating agent (NA) is one of the most important additives for isotactic polypropylene. In the practical processing, the introduction of NA into the polymer is usually by melt blending, and the “real” structure of NA inducing the crystallization of polymer is not necessarily the same as the pristine structure before processing. Up to now, numerous researches regarding the structure evolution of β‐NAs and the effect on the β‐nucleating ability have been done. A systematic integration on results and conclusions is valuable for deeply understanding the structure‐nucleating performance relationships of β‐NAs. This review provides an overview on recent researches of aromatic amide NAs, a kind of extensively studied β‐NA, and focuses on their structure evolution in the polymer melt, including the dispersion process upon heating and aggregation phenomenon upon cooling, as well as the effects of diverse agglomerates on their β‐nucleating abilities. Finally, a brief summary and an outlook are proposed.