Background Chronic pain is a multifactorial condition that is afflicting populations worldwide causing an increasing economic, physical, mental, and emotional burden. Treatments range from medications to interventional procedures to complementary and alternative medicine (CAM), such as acupuncture. This review aims to discuss the use of acupuncture in the treatment of chronic pain, proposed mechanisms, indications, and efficacy for various chronic pain conditions. Results Evidence is varied on the efficacy and quality of data on the use of acupuncture in the treatment of chronic pain. Recent studies have demonstrated promising results in the support of acupuncture for the use in the treatment of cancer, neck, and back pain, functional dyspepsia, and various chronic abdominal pain syndromes. Conclusion Acupuncture, deemed well-tolerated and safe to use, has been increasingly studied and is regarded as effective in clinical practice, but its efficacy is limited by the lack of well-conducted, high-quality clinical trials, lower quality evidence, and conflicting study results. Additionally, the exact analgesic mechanism of acupuncture remains to be fully elucidated. Increasing evidence supports the role of acupuncture as therapy in the treatment of cancer, neck, and back pain and functional dyspepsia. Further rigorous studies are needed to fully assess the use of acupuncture in various chronic pain conditions, determine its indications, and optimal treatment schedule. Overall, future studies could benefit from better designed experimental studies, larger groups, and more objectives ways to measure pain reduction and symptom improvement.