This review systematically integrates CCL7's dual roles in tumors (both pro-tumor and anti-tumor) and its stage-specific functions across inflammation (both pro-inflammatory and anti-inflammatory), fibrosis, and obesity, filling gaps in fragmented prior research. The gene discussed is CCL7; the disease is obesity disorder.