This report provides a comprehensive analysis of a study investigating the primary prevention of cardiovascular disease through a Mediterranean diet supplemented with extra-virgin olive oil or nuts. The research, conducted in Spain, involved participants at high cardiovascular risk but without existing cardiovascular disease, who were randomly assigned to one of three diets: a Mediterranean diet with extra-virgin olive oil, a Mediterranean diet with mixed nuts, or a control diet. The study aimed to assess the impact of these dietary interventions on cardiovascular events. The report details the study's design, methods, and results, including the efficacy of the dietary supplements in reducing blood pressure, myocardial infarction risk, and mortality rates. Furthermore, the report examines the mechanisms through which the Mediterranean diet, particularly the benefits of extra-virgin olive oil and nuts, contributes to cardiovascular health. The analysis highlights the importance of dietary interventions in reducing cardiovascular disease risk and improving overall health outcomes, especially among the elderly population. The data was collected using relevant research articles and peer-reviewed journals from famous websites. The analysis also includes limitations and strengths of the study. The report concludes with a discussion of the findings and their implications for public health and clinical practice.