Matrix metalloproteinases (MMPs) are a family of zinc-dependent endopeptidases that play a crucial role in extracellular matrix (ECM) remodeling and are implicated in the pathogenesis of various cardiovascular diseases (CVDs). Their dysregulation has been linked to atherosclerosis, myocardial infarction (MI), heart failure (HF), and aortic stenosis, contributing to vascular inflammation, plaque destabilization, and adverse cardiac remodeling. Recent research highlights MMPs’ involvement beyond ECM degradation, influencing lipoprotein metabolism, inflammatory signaling, and intracellular processes critical for cardiovascular homeostasis. Despite their pathological role, MMPs remain promising therapeutic targets, with pharmacological inhibitors, gene therapy, and tissue inhibitors of metalloproteinases (TIMPs) emerging as potential interventions. However, the clinical translation of MMP-targeting therapies remains challenging due to off-target effects and complex regulatory mechanisms. This review provides an updated synthesis of the molecular mechanisms, disease-specific roles, and therapeutic implications of MMPs in cardiovascular pathology, aiming to bridge the gap between fundamental research and clinical applications.