Abstract Background Over the past three decades, global regions have shown significant differences in the burden of cardiovascular disease (CVD), and secondhand smoke is a major risk factor contributing to this burden. Nevertheless, a comprehensive understanding of the global trends and associations between second-hand smoke and cardiovascular disease is lacking. Methods Using data from the Global Burden of Disease (GBD) study 1990-2019, an age-period-cohort (APC) analysis was conducted to investigate trends in cardiovascular disease-related mortality in populations affected by secondhand smoke globally over the past 30 years and its association with age, period, and birth cohort. Results Over the past 30 years, the number of cardiovascular deaths caused by secondhand smoke has increased significantly worldwide, from 432.6 thousand in 1990 (95% UI: 357.4-508.3) to 598.5 thousand in 2019 (95% UI: 489.7-713.5), an increase of 38.4% (95% UI: 26.8%-49.5%). In 2019, cardiovascular disease accounted for 45.9% of all deaths attributable to secondhand smoke in both men and women globally. Among cardiovascular diseases, ischemic heart disease became the main component, accounting for 66.4% compared with stroke. The gender composition of cardiovascular deaths due to secondhand smoke is slightly lower in men (46.5%) than in women (53.5%). Longitudinal analyses using age-time-cohort models show that global CVD-related mortality from secondhand smoke has improved overall over the past three decades, but there are differences between regions, genders, and CVD subtypes. It is worth noting that the higher the socio-demographic index (SDI) level, the greater the reduction in mortality, with a staggering 39.1% reduction in high SDI areas (95% UI: 35.6%-42.3%), in sharp contrast to virtually no change in mortality in low SDI areas (0.1% (95% UI: -52.4%-62.2%)). During the period 2003-2007, cardiovascular disease-related mortality decreased significantly, with an average annual percentage change of -1.48%. Conclusion The study highlights the importance of using secondhand smoke as a modifiable risk factor for the global burden of cardiovascular disease. Further research is vital to understand the factors that lead to differences in countries and regions at different levels of development, gender differences and differences in cardiovascular disease subtypes.