Recent advances in ODH catalysis focus on developing new catalyst materials and improving existing ones. Researchers are exploring nanostructured catalysts and single-atom catalysts that offer higher surface areas and unique active sites, leading to improved performance. Moreover, the use of promoters and co-catalysts can enhance the activity and selectivity of ODH catalysts. Computational methods and machine learning are also being used to design and optimize catalysts with tailored properties.