SRGN and neoplasm: These findings collectively reveal a dual mechanism through which autophagy precisely controls SRGN expression and function via both secretory regulation and cellular homeostasis maintenance, providing novel molecular insights into autophagy‐mediated secretome homeostasis in the tumour microenvironment.