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Amazon Bestsellers Scraper — Amazon | Lagic

Built For

Get a ranked list of the top 100 best-selling products from any Amazon category.

Curated by Lagic·Verified working

Configure Agent

Pick one or a few Best Seller categories to scrape. If you enter a top-level category, all subcategories will be scraped (up to max depth). Category URL has to contain Best-Sellers, best-sellers or bestsellers. To see examples of all accepted URLs, check out the readme.

Enter the maximum number of results you want to scrape per each star URL. Note that Amazon has a hard limit of 100 bestsellers per category.

Amazon Best Sellers covers 42 main categories. Each of those have at least one more subcategory level. Setting this field to 2 will get you roughly 550 subcategories, each with 100 results.

Language to use on Amazon. **Disclaimer**: each Amazon domain has a different set of supported languages. If you choose a language that is not supported by the domain, the scraper will use the default language of the domain.

Check this if you want to get the maximum amount of information about individual products. However, choosing this option means the scraper could take longer, since it is extracting more data.

If enabled the scraper will automatically solve captchas thrown by Amazon. This will decrease the amount of request retries and increase the speed of the scraper.***IMPORTANT*** - This option works well only for the `'.com'` Amazon domain, but even for that one Amazon doesn't show a few product fields after solving a captcha (specifically: 'attributes', 'manufacturer attributes', and 'bestseller ranks')

Results to deliver

500 credits

This agent actively searches live listings — results may vary. You are only charged for what is delivered, up to this number.

Lagic Proxy

Country auto-rotated. Need a specific region? Contact support.

Pricing

5 credits per result
✓ 30 free credits on signup✓ Refund if 0 results✓ No card required

Sample Data Preview

Product's Best Seller Rank (1-100) within its categoryFull Product TitleAmazon Standard Identification Number (ASIN)Direct URL to the Product PageMain Product Image URLCurrent Price Information (if available)
Value...Sample Text...10091https://...https://...$19.99
Value...Sample Text...10096https://...https://...$19.99
..................
Exports as:CSVXLSXJSON

Overview

Scrape Amazon's Best Sellers list for any category or subcategory to identify top-performing products, analyze market trends, and research competitor sales velocity.

Amazon's Best Sellers list is a direct look at what's currently in high demand. This tool extracts that data for you, turning public rankings into a structured dataset for product research and competitive analysis. Instead of manually checking categories one by one, you can provide one or more top-level category URLs and the tool will automatically navigate through the subcategories to pull the top 100 products from each. ### How it helps your business For e-commerce sellers and product researchers, this data is foundational. You can identify underserved niches by finding categories with high demand but beatable competitors. For marketing agencies and brand managers, it provides a clear picture of the competitive landscape, showing which products have the most reviews, best ratings, and strongest sales momentum. Use it to validate a new product idea, find inspiration for your next launch, or monitor the top players in your existing market. ### Deeper Data When You Need It The tool can perform two levels of extraction. The default, faster option grabs the essential listing data: rank, product name, price, review count, and star rating. If you need more, you can enable the "Detailed information" option. This will take longer but enriches the output with product specifications, manufacturer details, and other attributes found on the product page itself, giving you a more complete dataset for in-depth analysis.

Key Capabilities

  • Product's Best Seller Rank (1-100) within its category
  • Full Product Title
  • Amazon Standard Identification Number (ASIN)
  • Direct URL to the Product Page
  • Main Product Image URL
  • Current Price Information (if available)
  • Total Number of Customer Reviews
  • Average Star Rating (out of 5)
  • Full Category and Subcategory Path
  • URL of the Scraped Category
  • A list of all subcategories found during the scrape
  • Product Discovery for Private Labeling: An entrepreneur scrapes the 'Home & Kitchen' and 'Patio, Lawn & Garden' best-seller lists to find products with high demand but low review counts, identifying opportunities for a new private label brand.
  • Competitor Intelligence: A brand manager for a consumer electronics company schedules a weekly scrape of their main product category to monitor the rise of new competitors and track the sales rank of their own products.
  • Market Trend Analysis: A market research firm extracts best-seller data across dozens of subcategories to identify macro trends, such as the growing popularity of sustainable products or specific design aesthetics.
  • Content & Affiliate Marketing Strategy: A blogger or YouTuber scrapes best-seller lists in their niche to create 'Top 10' review content, targeting products that are already proven to be popular with buyers.
  • Agency Client Reporting: An Amazon marketing agency provides clients with a monthly report on their category's top performers, using the data to inform advertising strategy and product positioning.
  • Niche Identification: A reseller scrapes deep into subcategories to find niche markets with less competition, allowing them to source and sell products with better profit margins.

Field Dictionary

How To Run This Extractor

1

Find the URL for an Amazon Best Sellers category page.

2

Paste one or more URLs into the 'Amazon category URLs' field.

3

Specify how many levels of subcategories you want the tool to explore.

4

Decide if you want faster, basic results or slower, detailed product information.

5

Choose your preferred language for the Amazon site.

6

Run the tool and download the ranked product data as a spreadsheet or JSON file.

Frequently Asked Questions

Do I need to be a developer to use this tool?
No. You just need to find the Amazon Best Sellers category URLs you want to analyze, paste them into the input field, and run the tool.
What format does the data come in?
Is it legal to scrape Amazon's Best Sellers list?
How many categories can I scrape at once?
Can I use this for client work?
What's the difference between this and a full Amazon seller suite?
How reliable is the data?
Can I schedule this tool to run automatically?
When should I use the 'Detailed information' option?
How deep should I set the subcategory scraping?
Why would some data be missing if I use the Captcha solver?