Innovations in catalysis are driving the field forward. The use of machine learning and artificial intelligence to predict catalyst performance and optimize reaction conditions is a burgeoning area of research. Advances in 3D printing technology are enabling the design and fabrication of custom catalysts with complex geometries. Additionally, the integration of renewable resources in catalytic processes is paving the way for greener and more sustainable chemical production.