This study demonstrates that disaggregating greenspace is critical for understanding its cardiovascular effects. In a large, nationwide prospective cohort, higher exposure to street-view visible trees was associated with lower cardiovascular disease incidence, while grass and other low-lying greenspace were associated with higher risk.