MicroRNAs play significant roles in various malignancies, with breast cancer (BC) being no exception. Consequently, we explored the functional mechanism of miR-135 in the progression of BC. In total, 55 pairs of BC and matched adjacent normal tissues were clinically collected from patients, followed by quantification of miR-135 and zinc finger protein 217 (ZNF217) expression patterns in BC tissues and cells. Accordingly, high ZNF217 expression and low miR-135 expression levels were identified in BC tissues and cells. Subsequently, the expressions of miR-135 and ZNF217 were altered to evaluate their effects on BC cell migration, invasion and EMT initiation. It was found that when ZNF217 was silenced or miR-135 was elevated, BC cell malignant behaviors were significantly inhibited, which was reproduced in nude mice for in vivo evidence. Furthermore, dual-luciferase reporter gene assay revealed the presence of direct binding between miR-135 and ZNF217. Subsequent co-immunoprecipitation, methylated-RNA binding protein immunoprecipitation and photoactivatable ribonucleoside enhanced-crosslinking and immunoprecipitation assays further revealed that ZNF217 could upregulate NANOG by reducing N6-methyladenosine levels via methyltransferase-like 13 (METTL3). Collectively, our findings highlighted the role of the miR-135/ZNF217/METTL3/NANOG axis in the progression of BC, emphasizing potential therapeutic targets ZNF217 silencing and miR-135 upregulation in preventing or treating BC.