Pulmonary artery aneurysms represent an unusual yet intriguing pathology under the spectrum of cardiovascular diseases. The etiology of Pulmonary artery aneurysms encloses a diversified range of conditions including congenital cardiovascular defects, infectious agents such as tuberculosis, systemic vasculitis, connective tissue disorders like Marfan syndrome, and trauma. Pulmonary artery aneurysms give rise to diagnostic challenges due to their asymptomatic nature which delay the complications. Early detection is very crucial as clinically patients with pulmonary artery aneurysms remain asymptomatic or present with vague symptoms including chest pain, dyspnea, or hemoptysis. The management of this disease is very controversial and treatment strategies differ based on the aneurysm size, location, and etiology, ranging from surgical interventions like aneurysm resection or endovascular stenting to conservative management. In this review, we will highlight the etiologies, clinical manifestations, and diagnostic approaches including imaging features of pulmonary artery aneurysms. Moreover, we will also discuss the need for recent advancements in the management of Pulmonary artery aneurysms to optimize patient outcomes and enhance our understanding of this incomprehensible cardiovascular disease.