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Cancer during pregnancy is a rare but complex clinical scenario that affects approximately 0.1% of pregnant individuals and is associated with increased maternal morbidity. With the trend of delayed childbearing, the incidence of pregnancy-associated cancers is expected to rise. Neuroendocrine neoplasms (NENs), although rare in pregnancy, present unique diagnostic and therapeutic challenges due to their hormonal activity, histological diversity, and limited data on management in the gestational context. Objectives: This manuscript reviews the current evidence on the diagnosis, staging, and management of NENs during pregnancy, focusing on maternal–fetal safety, therapeutic limitations, and multidisciplinary care strategies. Methods: A comprehensive narrative review was conducted using relevant case reports, retrospective studies, clinical guidelines, and expert consensus documents addressing cancer in pregnancy and NEN-specific management. Results: Pregnancy complicates the evaluation and treatment of NENs due to overlapping symptoms, contraindications to standard imaging and systemic therapies, and unreliable biomarkers such as chromogranin A and 5-HIAA. Most systemic therapies for NENs, including somatostatin analogs, tyrosine kinase inhibitors, and peptide receptor radionuclide therapy, are contraindicated or lack safety data in pregnancy. Surgical interventions and supportive care require careful planning. Decisions regarding pregnancy continuation or termination must be individualized and supported by a multidisciplinary team. Conclusions: The management of NENs during pregnancy demands a highly individualized approach, coordinated among oncology, maternal–fetal medicine, and supportive care teams. Given the paucity of robust data, future research is essential to establish evidence-based guidelines and improve outcomes for both mother and fetus.