The article discusses how to optimize the FDA's drug event dataset, which is stored as large, nested JSON files, by normalizing repeated fields, particularly pharm_class_epc. By extracting these values into a separate lookup table and using integer IDs, the author significantly improved query performance and reduced memory usage in DuckDB, transforming slow, resource-intensive queries into fast, efficient ones.