Abstract Tobacco use remains a challenge given its substantial role in contributing to disability and premature death globally. Understanding its impact on population health, as an attributable burden, can help monitor progress on the effectiveness of tobacco policies. In this study, we used the Comparative Risk Assessment (CRA) method to estimate the share of the disease burden due to smoking in Belgium from 2013 to 2020. Population attributable fractions (PAF) were computed for risk-outcome pairs by age, sex, and region in Belgium for 2013-2020. Exposure estimates were extracted from a time series of the Belgian Health Interview Survey. Dose-response curves or relative risk estimates were drawn from the Global Burden of Disease Study 2019. In Belgium, smoking-related deaths decreased from 12,851 deaths (PAF=11%) in 2013 to 9,413 deaths (PAF=7%) in 2020. Deaths among men (2013: PAF=18%, n = 9859; 2020: PAF=11%, n = 7041) were three times higher than among women (2013: PAF=5%, n = 2991; 2020: PAF=3%, n = 2341). Over time, larynx cancer (2013: PAF=72%, n = 185; 2020: PAF=63%, n = 125), trachea, bronchus, and lung cancer (2013: PAF=60%, n = 4,899; 2020: PAF=60%, n = 3,682), other pharyngeal and oropharyngeal cancers (2013: PAF=47%, n = 118; 2020: PAF=40%, n = 100), mouth cancer (2013: PAF=37%, n = 172; 2020: PAF=30%, n = 122), and aortic aneurysm (2013: PAF=40%, n = 268; 2020: PAF=33%, n = 209) emerged as the primary contributors to smoking-related deaths in Belgium. While the ranking of contributing causes stayed mostly consistent in both genders over the years, cervical cancer (2013: PAF=23%, n = 53; 2020: PAF=21%, n = 64) ranked fourth instead of mouth cancer (2013: PAF=22%, n = 28; 2020: PAF=14%, n = 15) among women. Despite decreasing trends over time, smoking remains a significant contributor to cancer deaths in Belgium, particularly among men. Results from this study can help inform the development of strategies for smoking prevention and reinforce the need for continued efforts in prevention initiatives. Key messages • Cancers are the primary cause of smoking-related deaths in Belgium, with a decline in the death toll over time. • Understanding the role of smoking on population health as an attributable burden can improve health monitoring.