Preventing data fabrication requires a multifaceted approach. Educational initiatives to instill a strong sense of ethics in researchers are fundamental. Institutions should promote a culture of transparency and accountability, including the implementation of rigorous oversight and whistleblower protection. Additionally, the use of open data practices, where datasets are made publicly available, can enhance transparency and reproducibility.