Breast cancer presents a significant global health challenge, originating within the breast's diverse tissues, particularly the ducts and lobules. It encompasses three main subtypes: hormone receptor-positive, HER2-positive, and triple-negative, each exhibiting distinct biological behaviors and treatment responses. The complex processes of breast cancer development and metastasis involve intricate interactions between tumor cells and the host microenvironment, mediated by various cellular and molecular mechanisms. This review focuses on the therapeutic potential of celecoxib, a selective COX-2 inhibitor, in addressing breast cancer progression. Celecoxib modulates angiogenesis by reducing VEGF levels through decreased PGE2 production, enhances the immune response by alleviating PGE2-mediated immunosuppression, and inhibits metastasis by limiting MMP activity. These mechanisms collectively impede tumor growth, immune evasion, and metastatic spread. By analyzing recent findings, this paper aims to outline integrated approaches for effectively managing metastatic breast cancer.