In this review, we mainly pay close attention to how SIRT3 plays a dual role in regulating the cancer metabolism reprogramming, metastasis, and chemoresistance, as well as further summarize the SIRT3 small molecule modulators in the application of cancer therapy. Here, SIRT3 is linked to cancer.