Pandas is incredibly useful for normalizing scraped data by filling in missing values and aligning data types.

Font Awesome icons and similar libraries can sometimes be scraped as their CSS classes directly without image recognition.

For high-frequency scrapes, rotating IPs and adding randomized delays are critical to avoid detection. Real-time scrapers can get flagged quickly.

Adding timeouts between page loads helps reduce detection and gives the page time to load all content, preventing skipped data.

Shopee provides public APIs in some regions, allowing for reliable and structured access to product listings and prices.