Amazon Best Sellers Scraper (by Category)

🚀 Why Use This Amazon Best Sellers Scraper?

Amazon Best Sellers lists show what’s selling right now in each category. This template helps you collect those rankings and product data automatically—no manual copying, no setup headaches.

Use it to:

• Track category leaders and new winners
• Build competitor/product benchmarks
• Monitor pricing and rating patterns
• Power market research and product sourcing

Want to explore more ways to extract Amazon data? Our guide on how to scrape product data from Amazon covers multiple no-code methods for different use cases.

Data Preview

This template can scrape key Best Sellers fields such as:

• 🧩 Subcategory
• 🔢 Product ranking
• 🏷 Product title
• 💲 Price
• ⭐ Rating
• 🖼 Image URL
• 🔗 Product URL

Ready to Start Scraping?

No coding. No setup. Works immediately.

Try It Now - Free Trial

👥 Who Should Use This Template?

• 📈 E-commerce teams tracking category performance
• 🧩 Agencies & consultants building competitive snapshots
• 📊 Analysts & researchers collecting ranking datasets
• 🛒 Sellers & operators scouting top products by niche

🛒 Not Sure Which Amazon Scraper Fits Your Needs?

Octoparse offers multiple Amazon templates for different data types. Here's how to choose:

👉 Explore all options: Amazon Scraper Templates

💡 Pro Tip: Combine Best Sellers data with the Reviews Scraper to understand why top products are winning—ratings alone don't tell the full story.

🐙 Why Octoparse?

🧩 No-Code Required — You don't need programming knowledge; just input keywords and locations, and run the scraper.

🔄 Automatic Workflow & Pagination Handling — Octoparse handles navigation through search results, page loading, and data extraction for you.

📁 Easy Export Formats — Export scraped results directly to Excel, CSV or JSON for easy analysis or integration into CRMs and databases.

💻 Beginner-Friendly UI — Ready to use out of the box. Just enter your keywords and run.

Start collecting Amazon data quickly — no setup, no hassle, just raw data in minutes.

📈 What to Do After Scraping Your Amazon Best Sellers Data

Once you've extracted your Amazon rankings, here are common next steps:

Enrich with Customer Reviews: Rankings show what's selling—reviews reveal why. Use the Amazon Reviews Scraper to pull customer feedback for top products, then run sentiment analysis to identify winning features and common complaints.

Track Price Movements: Best Sellers pricing shifts frequently. Set up recurring scrapes or use the Amazon Price Scraper to monitor how top products adjust pricing over time. Our guide on building price trackers with web scraping covers automation strategies.

Compare Across Marketplaces: Expand your research to other e-commerce platforms. Pair Amazon data with listings from eBay, Shopify stores, or Alibaba for cross-platform competitive analysis.

Export and Visualize: Use the clean CSV/Excel exports for dashboards, pivot tables, or client reports. Our guide on scraping data to Excel covers formatting best practices for analysis-ready datasets.

⚠️ Important Notes & Best Practices

• Best Sellers pages and available fields can vary by category and region.
• For ongoing monitoring, rerun on a schedule and compare ranking changes over time.
• If you need clean “one product per row” datasets, deduplicate by product URL after export.

❓ FAQs

What's the difference between this template and the Amazon Product Scraper?

The Best Sellers Scraper extracts data from Amazon's curated Best Sellers ranking pages—showing the top 100 products in each category based on sales velocity.

The Amazon Product Scraper extracts products from search results or category listings based on keywords, which may include products at any ranking level.

• Choose Best Sellers Scraper when: You want proven top performers in a category.
• Choose Product Scraper when: You want broader product discovery by keyword or need products beyond the top 100.

How often do Best Sellers rankings update?

Amazon updates Best Sellers rankings hourly based on recent sales data. For accurate trend tracking:

• Run daily scrapes to capture ranking movements
• Compare week-over-week to identify consistent performers vs. flash sellers
• Schedule runs at the same time daily for consistent comparison

For ongoing monitoring, Octoparse's cloud scheduling feature automates recurring extractions.

Why do I see duplicate products in my export?

Products can appear in multiple subcategories simultaneously. If you're scraping several related subcategories, the same product may rank in each.

To deduplicate:

1. Export your data to Excel or CSV
2. Remove duplicates by Product URL column
3. Keep the highest ranking if a product appears multiple times

How do I combine Best Sellers data with other Amazon scrapers?

A common power-user workflow:

1. Best Sellers Scraper → Identify top 100 products in your target category
2. Product Scraper → Expand to related products beyond the top 100
3. Reviews Scraper → Pull customer feedback for shortlisted products
4. Price Scraper → Monitor pricing changes for key competitors

Export all datasets to Excel, join by Product URL, and build comprehensive competitive dashboards.

Is scraping Amazon Best Sellers legal?

Scraping publicly visible product data from Amazon is common practice for market research, competitive analysis, and price monitoring. However, important considerations apply:

Generally acceptable:

• Collecting public product information (titles, prices, ratings)
• Competitive benchmarking and market research
• Personal or internal business use

Considerations:

• Amazon's Terms of Service restrict automated access
• High-volume scraping may trigger blocks
• Reselling scraped data may have restrictions
• Respect rate limits and use proxies for larger projects

For detailed guidance, read Is It Legal to Scrape Amazon?

🛠 How to Use: Step-by-Step Guide

1. Start the template

Click "Try it!" or "Start" to load the template.

2. Enter your scraping parameters

On the input screen, fill in your keyword and filter options.

✍🏻 Input Fields Explained

3. Run the scraper

• Click "Start" and select a run mode. (Greyed-out modes are not supported for this template.)
• Octoparse will automatically browse Amazon, load search results, scroll pages, and extract all matching products.

4. Monitor & Handle Interruptions

• Scraping duration may vary based on the number of products returned for your search.
• If a CAPTCHA appears, pause the task, solve it manually, then resume the run.

5. Export your data

• Once scraping completes, go to the "Data Preview" or output section to review.
• Export the results - e.g. as CSV or Excel - for further analysis, filtering, or storage.