1. Data Integration: Combining data from different sources and formats. 2. Reproducibility: Ensuring that experiments can be reliably reproduced by others. 3. Scalability: Managing large volumes of data as the scale of operations increases. 4. Complexity: Dealing with the complex nature of catalytic reactions and the multitude of variables involved.