The CLAVATA3/endosperm surrounding region‐related (CLE) is one of the most important signaling peptides families in plants. These peptides signaling are common in the cell to cell communication and control various physiological and developmental processes, that is cell differentiation and proliferation, self‐incompatibility, and the defense response. The CLE signaling systems are conserved across the plant kingdom but have a diverse mode of action in various developmental processes in different species. In this review, we concise various methods of peptides identification, structure, and molecular identity of the CLE family, the developmental role of CLE genes/peptides in plants, environmental stimuli, and CLE family and some other novel progress in CLE genes/peptides in various crops, and so forth. According to previous literature, about 1,628 CLE genes were identified in land plants, which deeply explained the tale of plant development. Nevertheless, some important queries need to be addressed to get clear insights into the CLE gene family in other organisms and their role in various physiological and developmental processes. Furthermore, we summarized the power of the CLE family around the environment as well as bifunctional activity and the crystal structure recognition mechanism of CLE peptides by their receptors and CLE clusters functions. We strongly believed that the discovery of the CLE family in other organisms would provide a significant breakthrough for future revolutionary and functional studies.