This review synthesizes recent evidence on how colorectal cancer tissues directly absorb extrinsic long-chain fatty acids from the intestinal lumen, particularly in right-sided tumors, and explores the critical interplay between lipid metabolism, the gut microbiome, and cancer cell proliferation.