The overwhelming body of research on regulatory lymphocytes has focused on CD4+ CD25+ Foxp3+ T cells (regulatory T cells); however, the last 5 years have witnessed inspiring progress in our understanding of regulatory B cells, regulatory CD8+ T cells, regulatory γδ cells, and, more recently, regulatory innate lymphoid cells(ILCregs). This review focuses on these so‐called noncanonical regulatory cell subsets. We primarily survey existing information on the phenotype, function, sustaining factors, and clinical value of the 4 best‐characterized non‐CD4 +Foxp3+ T regulatory cells. We then take a brief journey into the advances and challenges associated with next‐generation sequencing technologies and the application of sequencing to the study of noncanonical regulatory cell subsets.