The script could benefit from additional error handling to ensure it gracefully manages missing elements. For example, using try-except blocks for specific sections like reviewer names or comments would prevent the script from failing if some reviews are incomplete.

The script could be improved by implementing recursive scraping for subcategories. After collecting the main categories, the script can follow their links to extract subcategories and build a complete hierarchy.