LAY SUMMARY Chronic pain is more frequent in military Veterans than in the general population. The objective of this study was to assess whether the COVID-19 pandemic has had a greater impact on Canadian Armed Forces (CAF) Veterans who live with chronic pain compared to non-Veterans. An online survey of Canadian adults with chronic pain was conducted between April and May 2020; 76 respondents reported having formerly served in the CAF and were compared with 76 similar non-Veterans. About two thirds of the Veterans had been living with chronic pain for longer than 10 years. Two thirds reported worsened pain since the pandemic began. Nearly half experienced moderate to severe psychological distress. These changes were similar to those in non-Veterans with chronic pain. A significant number of Veterans and non-Veterans changed their pain treatments due to the pandemic. In summary, the COVID-19 pandemic and associated restriction measures did not have a greater impact in CAF Veterans with chronic pain compared with non-Veterans. However, changes in chronic pain supports are needed to be better prepared for COVID-19 waves to come and future health crises.