Through examining the incidence of cardiovascular diseases (CVDs) among nonsteroidal anti-inflammatory drug (NSAID) users and nonusers, this study aims to compare the risks contributed by different NSAIDs in a Chinese population. The retrospective cohort including 4 298 368 adults without CVD from electronic health records between 2008 and 2017 in Hong Kong was adopted. A total of 4.5% of individuals received NSAIDs including celecoxib, etoricoxib, diclofenac, ibuprofen, indomethacin, mefenamic acid, or naproxen for ≥4 consecutive weeks at baseline. Cox regression, including NSAID use as a time-dependent covariate and adjusted with patient's characteristics, was conducted to examine the association between NSAID exposure and incident CVD. After a median follow-up of 6.9 years (30 million person-years), a total of 258 601 cases of incident CVD was recorded. NSAID use was shown to be associated with a significantly higher risk of CVD (hazard ratio [HR], 1.32 [95%CI, 1.28-1.37]) compared to non-NSAID use. Similar results in coronary heart disease (HR, 1.37 [95%CI,), stroke (HR, 1.27 [95%CI,), and heart failure (HR, 1.25 [95%CI,) were obtained. Overall, similar CVD risk was observed across users of NSAIDs except for etoricoxib, which showed a higher risk (HR, 2.01 [95%CI, 1.63-2.48]). Considering that a higher CVD risk was consistently displayed among NSAID users, NSAIDs should be used cautiously, and the usage of etoricoxib in the Chinese population should be reviewed.