ELF4, a transcription factor belonging to the ETS family, has emerged as a pivotal regulator in cell differentiation, immune system function, and cancer progression. This newly published review underscores its molecular complexity and clinical significance, shedding light on its dual role in tumor suppression and oncogenesis.