Post-endoscopic retrograde cholangiopancreatography (ERCP) pancreatitis (PEP) remains the most frequent and severe complication following ERCP, elevating both patient suffering and healthcare costs, and posing challenges to the advancement of ERCP techniques. Empirical evidence supports the prophylactic use of nonsteroidal anti-inflammatory drugs (NSAIDs) in the prevention of PEP, especially in high-risk populations, as endorsed by both the American Society for Gastrointestinal Endoscopy (ASGE) and the European Society for Gastrointestinal Endoscopy (ESGE). However, the prophylactic efficacy of NSAIDs in average-risk individuals, alongside the ideal drug selection, dosing, and timing of NSAID administration, remains to be elucidated. Furthermore, the synergistic preventive potential of NSAIDs when integrated with other interventions, such as hydration, pancreatic stenting, somatostatin administration, sublingual nitrate application, and epinephrine, warrants further clarification. In this paper, we conduct an exhaustive review of the prophylactic effect and clinical administration of NSAIDs for PEP. We comprehensively synthesize findings from clinical trials investigating NSAIDs, both in monotherapy and combination regimens, for PEP prevention. Additionally, we scrutinize the current landscape of NSAID usage in clinical practice and evaluate their cost-effectiveness. Future research should concentrate on refining NSAID prophylaxis strategies for PEP in patients at different risk levels, while also enhancing adherence to clinical guidelines and alleviating the issue of NSAID cost inflation.