Catalysis—the reduction of activation energy in a chemical reaction by a catalyst—plays a key role in the chemical industry, as well as in the development of sustainable technologies essential for achieving a low-carbon economy. However, the search for high-performance and sustainable catalysts is often costly and time-consuming. It can be accelerated through data-driven catalysis research. Yet experimental data are often not available in machine-readable and standardized formats.