CoreClaw
Store
Pricing
Start Free Trial
CoreClaw

Scrape Amazon Bestsellers (for Market Trends)

Pricing
Try for free
CoreClaw

Scrape Amazon Bestsellers (for Market Trends)

coreclaw/scrape-amazon-product-data

Extract Amazon best sellers product data by Best Sellers page URLs. Capture details such as product title, brand, price, reviews, ASIN, ranking, images, seller information, and more. Export the data, access it via API, or integrate it with third-party tools.

Try for Free
2,000 Free Results

What Is Scrape Amazon Bestsellers?

Scrape Amazon Bestsellers (for Market Trends) is an Amazon product data extraction tool built for developers and business teams. It supports bulk collection of structured product information by Best Sellers page URL. You can extract product titles, brands, prices, reviews, ASINs, images, rankings, and detailed product information.

What Data Can You Extract from Amazon?

šŸ“ Product TitlešŸ·ļø Brand
šŸ†” ASINšŸ”— Product URL
šŸ’° Original Price / Final PricešŸ’± Currency
⭐ RatingšŸ’¬ Review Count
šŸ“¦ Availability StatusšŸŖ Seller Name
šŸ›’ Buy Box SelleršŸ‘„ Number of Sellers
šŸ“ˆ Rank / CategoryšŸ–¼ļø Image / Video Count
šŸ“‹ Product FeaturesšŸ“ Top Review
🚚 Shipping InformationšŸ“ Dimensions / Weight

Common Use Cases for Scrape Amazon Bestsellers

  • Product research and sourcing — Analyze the features, pricing, and customer feedback of bestselling products to support sourcing decisions.
  • Competitor price monitoring — Track competitor price changes in real time and improve pricing strategy.
  • Inventory and sales analysis — Use sales rank and availability status to evaluate market demand.
  • SEO research — Analyze keyword and title optimization strategies used by top-ranking products.
  • Data-driven marketing — Use product data to improve ad targeting and promotional campaigns.
  • E-commerce analytics — Provide structured data support for research teams and e-commerce platforms.

How to Scrape Amazon Bestsellers

  1. Sign up for a CoreClaw account.
  2. Open the Scrape Amazon Bestsellers.
  3. Enter one or more Best Sellers page URLs.
  4. Set whether to scrape subcategories and specify the number of pages to crawl.
  5. Click the ā€œStartā€ button.
  6. Export the structured results.

āž”ļø Input

The current public input field is startURLs, for example: https://www.amazon.com/Best-Sellers-Tools-Home-Improvement-Kitchen-Bath-Fixtures/zgbs/hi/3754161/ref=zg_bs_nav_hi_1

You can also configure the following parameters:

  • Include sponsored products: true / false
  • Pagination: specify how many pages to scrape

ā¬…ļø Output

Once the scraping task is complete, the system generates structured product data. The results can be used for programmatic workflows, product catalog enrichment, or reporting analysis.

JSON Example

json
[
  {
    "title": "HISDERN Plaid Checkered Tie Handkerchief Woven Classic Formal Men's Necktie & Pocket Square Set",
    "seller_name": "goodmakers",
    "brand": "Visit the HISDERN Store",
    "description": "    Product details Fabric type Silk blend and polyster, 1 Tie and 1 Pocket Square; Skin friendly touch and exquisite workmanship, makes this tie a formal, classic, stylish style Care instructions Dry Clean Only Origin Imported Fur description Enhance your style and make a lasting impression wherever you go with this timeless accessory tie set                             
                  About this item      Tie Set for Men: A green necktie with pocket square set, elevate your style with this sophisticated checkered tie set; The subtle criss cross plaid pattern adds a touch of elegance; Stand out from the crowd with this versatile accessory that strikes the balance between refinement and versatility  Designed for gentleman: This checkered tie set is tailored to meet the needs of fashion conscious individuals who appreciate delicate craftsmanship; Whether you are a business professional, a stylish trendsetter or simply someone who enjoys dressing well, this tie set is a musthave addition to your wardrobe; It is the ideal choice for those who value both style and functionality  Suit for any occasion: From important formal meetings to social casual gatherings, this checkered tie set is a wardrobe staple that can be worn in a variety of settings; For birthdays, homecoming, business, Christmas, or any special occasion, this tie set also makes a thoughtful and stylish option  Tie combo size: Necktie 3.4 inch and 59 inch; Handkerchief 12 inch 12 inh; Come in a wonderful packaging box for festival, such as birthdays party, Christmas  Tie Details: Made from woven microfibre that is soft, rich in colour and beautiful to feel, stitching and thread are gorgeous, easy to tie a knot and can be used for long time; We have a professional after sales team that pays close attention to customers purchasing experience; If you need assistance, please let us know and help you Ships from Amazon Amazon Ships from       Amazon Sold by goodmakers goodmakers          Sold by       goodmakers Returns 30-day refund/replacement          30-day refund/replacement       This item can be returned in its original condition for a full refund or replacement within 30 days of receipt.           Read full return policy  Payment     Secure transaction          Your transaction is secure       We work hard to protect your security and privacy. Our payment security system encrypts your information during transmission. We don’t share your credit card details with third-party sellers, and we don’t sell your information to others.        Learn more   ",
    "initial_price": "$13.99",
    "final_price": "$13.99",
    "currency": "USD",
    "availability": "In Stock",
    "reviews_count": "12009",
    "categories": [
      "Clothing, Shoes & Jewelry",
      "Men",
      "Accessories",
      "Ties, Cummerbunds & Pocket Squares",
      "Tie Sets"
    ],
    "asin": "B078TBS8LC",
    "buybox_seller": "goodmakers",
    "number_of_sellers": 1,
    "root_bs_rank": "4,904",
    "domain": "https://www.amazon.com/",
    "images_count": 9,
    "url": "https://www.amazon.com/HISDERN-Checkered-Handkerchief-Classic-Necktie/dp/B0BRXPR726",
    "video_count": 5,
    "image_url": "https://m.media-amazon.com/images/I/31m5l0urDSL._AC_.jpg",
    "item_weight": null,
    "rating": "4.7",
    "product_dimensions": null,
    "seller_id": "A3GTYFWTCG04T2",
    "date_first_available": "April 1, 2021",
    "discount": null,
    "model_number": null,
    "manufacturer": null,
    "department": "Clothing, Shoes & Jewelry",
    "plus_content": true,
    "upc": null,
    "video": true,
    "top_review": "I purchased the HISDERN Plaid Checkered Tie and Handkerchief set over a year ago, and I couldn't be happier with my choice. This tie and pocket square set exudes classic elegance, making it perfect for formal occasions, business meetings, and even weddings.",
    "variations": [],
    "delivery": [
      "Get Fast, Free Shipping with Amazon Prime FREE Returns Return this item for free We offer easy, convenient returns with at least one free return option: no shipping charges. All returns must comply with our returns policy. Read the full returns policy How to return this item: Go to Your Orders to start the return Select your preferred free shipping option Drop off and leave!",
      "FREE delivery Tuesday, May 13 to Bellport on orders shipped by Amazon over $35 Or Prime members get FREE delivery Tomorrow, May 9 . Order within 14 hrs 5 mins . Join Prime"
    ],
    "features": [],
    "format": [],
    "buybox_prices": {
      "final_price": "$13.99",
      "unit_price": null
    },
    "parent_asin": "B0BRXPR726",
    "ingredients": null,
    "climate_pledge_friendly": false,
    "prices_breakdown": {
      "deal_type": null,
      "list_price": null,
      "typical_price": null
    },
    "origin_url": "/b/ref=dp_bc_5?ie=UTF8&node=17874830011",
    "is_available": false,
    "input_asin": "B078TBS8LC",
    "bought_past_month": "200",
    "root_bs_category": "Clothing, Shoes & Jewelry",
    "bs_category": "Men's Tie Sets",
    "bs_rank": "8",
    "badge": null,
    "subcategory_rank": [
      {
        "subcategory_name": "Men's Tie Sets",
        "subcategory_rank": "8"
      }
    ],
    "amazon_choice": false,
    "images": [
      "https://m.media-amazon.com/images/I/31m5l0urDSL._AC_.jpg",
      "https://m.media-amazon.com/images/I/41BIc0PoVhL._AC_.jpg"
    ],
    "product_details": [
      {
        "type": "Department",
        "value": "mens"
      },
      {
        "type": "Date First Available",
        "value": "April 1, 2021"
      }
    ],
    "country_of_origin": null,
    "from_the_brand": [
      "https://images-na.ssl-images-amazon.com/images/G/01/x-locale/common/grey-pixel.gif",
      "https://m.media-amazon.com/images/S/aplus-media-library-service-media/cd48eda1-0e13-4c13-a9cc-350d88055cf5.__CR137,435,500,626_PT0_SX362_V1___.jpg"
    ],
    "product_description": [
      "https://images-na.ssl-images-amazon.com/images/G/01/x-locale/common/grey-pixel.gif",
      "https://m.media-amazon.com/images/S/aplus-media-library-service-media/1d94afd4-e0b2-44d3-af0e-24b9d1fabb5b.__CR0,0,1464,600_PT0_SX1464_V1___.png"
    ],
    "seller_url": "https://www.amazon.com/sp?ie=UTF8&seller=A3GTYFWTCG04T2&asin=B078TBS8LC",
    "customer_says": "Customers find the tie and handkerchief set to be of high quality, with fantastic colors that match brides' preferences perfectly and a silky, smooth texture. Moreover, the length is appropriate for both office and formal wear, and the set works well for various occasions, including weddings and high school dances. Additionally, they appreciate the pocket square included and consider it excellent value for money, with one customer noting it performs like a $50 tie.",
    "sustainability_features": null,
    "videos": [
      "https://m.media-amazon.com/images/S/al-na-9d5791cf-3faf/59787d7e-a6c0-487a-b31e-49988a28c48a.mp4/productVideoOptimized.mp4"
    ],
    "other_sellers_prices": [],
    "downloadable_videos": [
      "https://m.media-amazon.com/images/S/aplus-media/sc/12be1349-d55b-4222-90e9-891f1cfbce27.mp4"
    ],
    "editorial_reviews": [],
    "about_the_author": "",
    "sponsered": false,
    "store_url": "/stores/HISDERN/page/37768D83-D73A-4E8A-91A4-6CC92D03C15F?lp_asin=B0BRXPR726&ref_=ast_bln&store_ref=bl_ast_dp_brandLogo_sto",
    "ships_from": null,
    "customers_say": {
      "keywords": {
        "mixed": null,
        "negative": null,
        "positive": [
          "Color",
          "Quality",
          "Value for money",
          "Length",
          "Texture",
          "Functionality",
          "Preference",
          "Pocket cloth"
        ]
      },
      "text": "Customers find the tie and handkerchief set to be of high quality, with fantastic colors that match brides' preferences perfectly and a silky, smooth texture. Moreover, the length is appropriate for both office and formal wear, and the set works well for various occasions, including weddings and high school dances. Additionally, they appreciate the pocket square included and consider it excellent value for money, with one customer noting it performs like a $50 tie."
    },
    "timestamp": "2025-05-08T11:09:56.896Z",
    "input": "https://www.amazon.com/HISDERN-Handkerchief-Classic-Necktie-Pocket/dp/B078TBS8LC"
  }
]

Explore Other Amazon Scrapers

If you need to extract other types of Amazon data, you can use the following tools. Each one is designed for a different data type and use case.

šŸ›’ Amazon Product ScraperšŸ’¬ Amazon Comment Scraper
šŸŖ Amazon Seller ScraperšŸŒ Amazon Global Scraper

FAQ

How does the Amazon Product Scraper work?

The scraping API simulates real user visits to Amazon product detail pages. Using advanced browser automation and rotating residential proxies, it automatically extracts publicly visible product information from the page and converts it into structured formats such as JSON or CSV.

Can I scrape all Amazon products?

You can scrape publicly available product information on Amazon. The tool extracts the relevant data based on the ASIN or product URL you provide.

Is scraping Amazon product data legal?

In many jurisdictions, scraping publicly available product information is generally considered lawful because the data is intended to be publicly visible. However, you are still responsible for complying with applicable data protection laws such as GDPR or CCPA, as well as Amazon’s terms of use. The data should not be used for unfair competition or other non-compliant purposes.

Can the Amazon Product Scraper collect sales data?

The tool can retrieve Best Sellers Rank, which is Amazon’s official relative sales indicator. While it cannot provide exact sales volume, sales rank is still an important reference for evaluating product performance.

Can I scrape Amazon product data without writing code?

Yes. Our tool provides a user-friendly web interface. Simply enter an ASIN or product URL and click ā€œStart.ā€ You can then download the results directly as Excel or CSV files without writing any code, making it ideal for e-commerce sellers, product managers, market researchers, and other non-technical users.

Pricing

Failed results don't count

Rating

4.7

Developer

CoreClaw
Maintained by CoreClaw

Worker Stats

17 Total runs
Success rate: 100.00%
Last updated: Apr 14, 2026

Categories

Amazon

Share

You might also like

Explore more popular scrapers from our marketplace

View All Scrapers
Amazon Product Scraper (Prices, Reviews & Listings)

Amazon Product Scraper (Prices, Reviews & Listings)

by CoreClaw

Extract public product data from Amazon global marketplaces by keywords. Capture details such as product title, brand, price, discount, currency, review count, ASIN, sales, ranking, and more. Export the data, access it via API, or integrate it with third-party tools.

4.6
325 runs
From $1.5/results
Amazon Product Scraping (for Price Monitoring)

Amazon Product Scraping (for Price Monitoring)

by Odin Kael

Bulk scrape product details via Amazon product URL, including title, price, rating, review count, images, category and more. Supports Amazon domains across 10+ countries, with 2,000 free credits for new users.

4.7
40 runs
From $1.5/results
Scrape Amazon Product Details by UPC (Price, Reviews & Sellers)

Scrape Amazon Product Details by UPC (Price, Reviews & Sellers)

by CoreClaw

Extract public Amazon product data by product UPC, including product title, brand, price, reviews, ASIN, seller information, ranking, product details, and more. Export the data, access it via API, or integrate it with third-party tools.

4.7
27 runs
From $1.5/results
Amazon Product Scraper (by ASIN )

Amazon Product Scraper (by ASIN )

by CoreClaw

Extract public Amazon product data by ASINs. Capture details such as product title, brand, price, reviews, seller information, ranking, images, category, product details, and more. Export the data, access it via API, or integrate it with third-party tools.

4.8
15 runs
From $1.5/results
View All Scrapers
CoreClaw

Deploy ready-to-use Workers to accelerate your data collection workflows.

Email: support@coreclaw.com

Resources

  • Quick Start
  • API Reference
  • Leads

Recommend

  • Store
  • Pricing

Address

Apex DataWorks Limited

UNIT 9, 1/F, THE CLOUD, 111 TUNG CHAU STREET, TAI KOK TSUI, KOWLOON,HONG KONG