The complexity of catalytic reactions arises from multiple interrelated factors. First, the catalyst itself often has a complex structure, involving numerous active sites with varying activities. Second, the reaction environment, including temperature, pressure, and the presence of other chemicals, can significantly influence the reaction pathway. Lastly, the reaction mechanism can involve multiple steps and intermediates, making it difficult to elucidate the exact pathway.