Materials commonly used in tunneling junctions include thin layers of insulators like oxides (e.g., aluminum oxide), and conductors or semiconductors such as gold, platinum, and silicon. The choice of materials depends on the specific application and required properties like barrier height, thickness, and electronic properties.