Understanding and managing data heterogeneity is crucial for several reasons. It enables researchers to draw more reliable conclusions by integrating diverse datasets, facilitates the development of more robust catalytic models, and enhances reproducibility. Efficient data management can significantly accelerate the discovery and optimization of catalysts.