Purpose of Review The COVID-19 pandemic has affected the management of chronic musculoskeletal pain; however, the extent of its impact has not been established. We conducted a comprehensive review of the pandemic’s impact on clinical outcomes and healthcare accessibility for osteoarthritis (OA), rheumatoid arthritis (RA), fibromyalgia (FM), lower back pain (LBP), and other musculoskeletal disorders and chronic pain syndromes to better inform clinical decision-making. Recent Findings We examined 30 studies ( n = 18,810) from 36 countries investigating the impact of the COVID-19 pandemic on chronic musculoskeletal pain outcomes. The available evidence suggests that the pandemic significantly impacted pain levels, mental health, quality of life and healthcare accessibility in patients with chronic musculoskeletal pain. Of 30 studies, 25 (83%) reported symptom worsening, and 20 (67%) reported reduced healthcare accessibility. Patients were unable to access necessary care services during the pandemic, including orthopedic surgeries, medications, and complementary therapies, leading to worsened pain, psychological health, and quality of life. Across conditions, vulnerable patients reported high pain catastrophizing, psychological stress, and low physical activity related to social isolation. Notably, positive coping strategies, regular physical activity, and social support were associated with positive health outcomes. Summary Most patients with chronic musculoskeletal pain had greatly affected pain severity, physical function, and quality of life during the COVID-19 pandemic. Moreover, the pandemic significantly impacted treatment accessibility, preventing necessary therapies. These findings support further prioritization of chronic musculoskeletal pain patient care.