Introduction The oil and gas industry operates in some of the most challenging environments on Earth. From deep-sea drilling to high-temperature refinery operations, the reliability and performance of materials used in these settings are paramount. Materials science and metallurgy play a crucial role in ensuring operational efficiency, safety, and sustainability.