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Organizing reviews by rating level (e.g., positive, neutral, negative) enables sentiment analysis, helping identify high-rated products.

For dynamically loaded content, using Playwright to fully render the page ensures all Q&A data is loaded before scraping.

Using headers to simulate a popular Japanese browser reduces detection risk, making my requests appear more genuine.

I set up a loop to cycle through each variation and record details like price or availability, which often differ by variant.

• On Amazon, I compare ASINs across different pages to spot duplicate listings or variations of the same product.