The COVID-19 pandemic has revealed that the impact of SARS-CoV-2 infection extends well beyond the acute phase, with long-term sequelae affecting multiple organ systems, most notably, the cardiovascular system. Long COVID, or post-acute sequelae of SARS-CoV-2 infection (PASC), is characterized by persistent symptoms such as fatigue, dyspnea, chest pain, and palpitations, which can last for months or even years after initial recovery. Increasing evidence implicates immune dysregulation, endothelial dysfunction, persistent viral antigens, and coagulopathy as central drivers of cardiovascular complications. Mechanistic studies demonstrate that direct viral infection of cardiac and vascular cells, along with autoantibody formation and cytokine-mediated injury, contribute to myocardial inflammation, fibrosis, and arrhythmias. Sex-based immunological differences and underlying comorbidities further influence individual susceptibility and disease trajectory. Large-scale epidemiological studies have confirmed significantly increased risks of pericarditis, cardiomyopathy, dysrhythmias, and heart failure among COVID-19 survivors. In parallel, the emergence of advanced preclinical platforms, including patient-derived induced pluripotent stem cell (iPSC)-based cardiac organoids, engineered heart tissues, and organ-on-a-chip systems has enabled mechanistic dissection of Long COVID pathophysiology. These human-relevant models, when integrated with clinical datasets and artificial intelligence (AI)-driven analytics, offer powerful tools for biomarker discovery, risk stratification, and precision therapeutic development. This review synthesizes the current understanding of cardiovascular involvement in Long COVID, highlights key mechanistic insights from both clinical and preclinical studies, and outlines future directions for diagnostic and therapeutic innovation.