Amazon Best Sellers Scraper Bot
Amazon Best Sellers Scraper is a BrowserAct Bot template for collecting structured product records from public Amazon Best Sellers pages.
Published by
Br
BrowserAct Team
September 10, 2026
Approx.Credits
16-41 Credits
Categories
BA
APIAmazon
Template ID
113862426446792103
Brief
Amazon Best Sellers Scraper is a BrowserAct Bot template for collecting structured product records from public Amazon Best Sellers pages. Select a verified marketplace and department combination, set the result count, and run the Bot to return ranked product data for ecommerce research, category monitoring, price tracking, or workflow automation.
What Does BrowserAct Amazon Best Sellers Scraper Do?
This template maps the selected marketplace and department to the correct public Amazon Best Sellers page, reads ranked product cards, scrolls or paginates when needed, and returns one structured record per product.
Key Features
- Extract public Amazon Best Sellers products without requiring an Amazon login.
- Select from verified marketplace and department combinations instead of typing URLs or category paths.
- Capture rank, product name, product URL, image URL, star rating, review count, current price, and category.
- Support verified Best Sellers departments across Amazon United States, United Kingdom, Germany, France, Spain, and Italy.
- Include an All Departments option for every supported marketplace.
What Data Can I Extract from Amazon?
Field | Description |
|---|---|
| Product rank within the selected Best Sellers department. |
| Product name shown in the listing card. |
| Public Amazon product URL. |
| Product image URL from the listing. |
| Visible star rating. |
| Visible review count. |
| Current listing price when shown. |
| Selected Best Sellers category or department. |
How to Use Amazon Best Sellers Scraper
- Click Run task.
- Select a Marketplace & Category combination from the dropdown.
- Set how many product records to collect.
- Run the Bot and review the structured product results.
Input Parameters
Parameter | Required | Default | Description |
|---|---|---|---|
| Yes |
| A verified Amazon marketplace and Best Sellers department pair selected from the dropdown. |
| Yes |
| Maximum number of product records to return. |
Example Output
The table below uses records preserved from the validated Bot run. Up to the first 5 records are shown, and long values are shortened in this documentation preview.
rank | product_name | product_url | image_url | star_rating | review_count | current_price | category |
|---|---|---|---|---|---|---|---|
1 | Example Best-Selling Product | 4.6 | 134458 | $29.97 | Electronics |
How Does it Work?
BrowserAct maps marketplace_category to a verified Amazon marketplace origin and department slug. It opens {Marketplace Origin}/gp/bestsellers/{Department Slug}; for All Departments, it opens that marketplace's public Best Sellers root page.
The Bot reads ranked product cards, maps rank, name, URL, image, rating, review count, price, and category, then scrolls or paginates until count is reached or Amazon has no more public records available.
How to Build a New Scraper Bot with Agent Built
Step 1: Describe the Data You Need
Open BrowserAct and start Agent Built from the Home prompt box or from Create -> Build with Agent. Paste a clear request that includes the website, the records to collect, the filters or search conditions, the fields to return, the result limit, and the inputs you want to reuse later.
Step 2: Let BrowserAct Build and Test the Bot
BrowserAct explores the live website, works out the navigation and extraction path, and validates the result. If BrowserAct asks for clarification, reply in the same build conversation with the missing URL, condition, field, example, or expected output.
Step 3: Run the Bot and Review the Result
When the build is complete, run the Bot with the default inputs first. Review the structured records, source URLs, missing fields, and row count before reusing the Bot with new inputs or connecting it to another workflow.
Why Scrape Amazon Best Sellers?
Amazon Best Sellers data helps teams monitor category leaders, compare price and rating signals, discover trending products, research ecommerce opportunities, and feed product data into dashboards or agents.
Who Can Use This Template?
- Ecommerce operators tracking best-selling products.
- Marketplace analysts monitoring prices and ratings.
- Product researchers discovering category trends.
- Growth teams collecting competitive product data.
- Automation builders routing product records into reports, alerts, databases, or agents.
How Many Results Can You Scrape?
Use count to control the number of products returned. Category pages can require scrolling and pagination; the available total depends on what Amazon exposes publicly for the selected page.
Automation and Export
BrowserAct returns structured Amazon product records first. You can then use the output through API JSON responses, n8n workflows, Make scenarios, Zapier automations, MCP-based agent workflows configured from the Bot's Integrations tab, or manual CSV review.
Need Help?
Contact us at
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E-mail: service@browseract.com
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