This study looks at how the decline in chaperone-mediated autophagy in aging alters senescent cell properties leading to an impairment in their immune clearance. Utilizing proteomic and metabolomic analyses, the authors show that restoring autophagy enhances macrophage function and reduces senescent cell accumulation.