SummaryThe shift of the tumour immune microenvironment to a suppressive state promotes not only the development and progression of the disease in multiple myeloma (MM) but also the development of resistance to immunotherapy. We previously demonstrated that myeloma cells can induce monocytic myeloid‐derived suppressor cells (M‐MDSCs) from healthy peripheral blood mononuclear cells (PBMCs) via the concomitant secretion of CC motif chemokine ligand 5 (CCL5) and macrophage migration inhibitory factor (MIF), but an unknown mediator also promotes M‐MDSC induction. This study demonstrates that miR‐106a‐5p and miR‐146a‐5p delivered by tumour‐derived exosomes (TEXs) from myeloma cells play essential roles in M‐MDSC induction in MM. MiR‐106a‐5p and miR‐146a‐5p upregulate various immunosuppressive/inflammatory molecules in PBMCs, such as IDO1, CD38, programmed death‐ligand 1, CCL5 or MYD88, which are involved in interferon (IFN)‐α response, IFN‐γ response, inflammatory response, tumour necrosis factor‐α signalling and Interleukin‐6‐JAK–STAT3 signalling. These molecular features mirror the increases in myeloid cellular compartments of PBMCs when co‐cultured with myeloma cells. MiR‐106a‐5p and miR‐146a‐5p have a compensatory relationship, and these two miRNAs collaborate with CCL5 and MIF to promote M‐MDSC induction. Collectively, novel therapeutic candidates may be involved in TEX‐mediated sequential cellular and molecular events underlying M‐MDSC induction, potentially improving the efficacy of immunotherapy.