Prostate cancer (PCa) is one of the most common malignancies in men worldwide. Despite advances in treatment, many patients develop resistance to conventional therapies. Solute carrier (SLC) proteins, as transmembrane transporters, have recently emerged as potential therapeutic targets due to their role in tumor metabolism and progression. This review summarizes the key roles of six SLC proteins in PCa, including their involvement in metabolic reprogramming, regulation of signaling pathways, and effects on the tumor microenvironment. Although targeting of SLC family members in prostate cancer remains an underexplored area, the growing body of evidence suggests that it holds potential for future development.