This narrative review summarizes evidence that long non-coding RNAs regulate metabolic pathways—including glucose, lipid, amino acid metabolism, and mitochondrial dynamics—in renal cell carcinoma progression, acting primarily through the lncRNA-miRNA-mRNA axis. The authors identify lncRNAs as potential diagnostic biomarkers and therapeutic targets for RCC via metabolic modulation.