🛒 Amazon Best Sellers Scraper

🕒 Last updated: 2026-05-05

Track the top-selling products on Amazon across any category and domain. This scraper collects product names, prices, rankings, ratings, and review counts from Amazon Best Sellers pages and returns structured data you can export as JSON, CSV, or Excel in minutes. Works across all major Amazon domains including the US, UK, Germany, France, Spain, and Italy.

Whether you are monitoring competitors, researching market trends, building product databases, or feeding a pricing model, Amazon Best Sellers data tells you exactly what customers are choosing right now. No coding, no setup, no browser automation. Search for terms like "Amazon best sellers data export," "scrape Amazon top products without coding," "Amazon category rankings download," and "best sellers product list CSV" and this actor handles it all automatically.

The Amazon Best Sellers Scraper collects ranked product data from any Amazon Best Sellers category page, delivering names, prices, ratings, ASINs, and review counts. Enable product details to also collect brand, stock status, feature bullets, gallery images, and variant ASINs per product.

✨ What Does It Do

• 🏆 Product Rankings - collect the exact bestseller position for each product so you know what is trending and what is falling out of favor
• 💰 Prices and Currency - extract the current listed price in the local currency matching the Amazon domain you target
• ⭐ Ratings and Review Counts - pull star ratings and total customer review counts to gauge product trust and market traction
• 🔖 ASIN Codes - capture each product's unique Amazon identifier for catalog matching, price tracking, and API lookups
• 🏢 Brand and Stock Status - fetch brand name and in-stock availability per product when product details are enabled
• 📋 Feature Bullets - collect the full list of product feature descriptions from each product page
• 🖼️ Gallery and High-Resolution Images - extract all product gallery thumbnails and high-resolution image URLs for visual catalogs
• 🌐 Subcategory Crawling - automatically follow subcategory links one or two levels deep to collect entire category trees in a single run

🔧 Input

• Start URLs - Paste one or more Amazon Best Sellers category URLs to collect. Any category and any supported Amazon domain works
• Max Items - Limit how many products to collect in total. Free users: up to 100. Paid users: up to 1,000,000
• Include Product Details - Enable to fetch brand, stock status, features, images, and variants per product. Increases run time
• Subcategory Depth - Set to 2 to also collect all subcategories of your starting URL. Set to 3 to go two levels deep. Default is 1 (starting URL only)
• Proxy Configuration - Optional. A US proxy is recommended for consistent USD pricing when running outside the United States

Example input:

{
  "startUrls": [
    { "url": "https://www.amazon.com/Best-Sellers-Electronics/zgbs/electronics/" }
  ],
  "maxItems": 100,
  "includeDetails": true
}

📊 Output

Each record includes ranked product data from the Best Sellers listing. Enable product details to add brand, stock, features, and images. Download as JSON, CSV, or Excel.

🖼️ Image URL	🏆 Position	📦 Product Name
🔖 ASIN	💰 Price	💱 Currency
⭐ Rating	💬 Review Count	📂 Category
🔗 Category URL	🌐 Product URL	🕐 Scraped At

When Include Product Details is enabled, each record also includes:

🏢 Brand	📦 In Stock	📈 Monthly Purchase Volume
📋 Feature Bullets	🖼️ Gallery Thumbnails	🔍 High-Resolution Images
🔀 Variant ASINs	📝 Description

🏆 Competitors

Feature	Amazon Best Sellers Scraper	junglee/amazon-bestsellers
Input Features
Category URL input	✔️	✔️
Subcategory depth crawling	✔️	✔️
Language selector	❌	✔️
Proxy configuration	✔️	✔️
Output Fields
Position and ASIN	✔️	✔️
Price and currency	✔️	✔️
Rating and review count	✔️	✔️
Brand	✔️	✔️
In-stock status	✔️	✔️
Monthly purchase volume	✔️	✔️
Feature bullets	✔️	✔️
Gallery and high-resolution images	✔️	✔️
Variant ASINs	✔️	✔️
Full review text per product	❌	✔️
Stars breakdown by percentage	❌	✔️
Reliability
Product detail success rate	✔️ Zero errors	⚠️ High failure rate
No browser automation required	✔️	❌ Requires Playwright
No CAPTCHA solver required	✔️	❌ Requires CAPTCHA solver

📋 How to Use

No technical skills required:

1. Sign Up: Create a free account with $5 credit
2. Find the Tool: Search for "Amazon Best Sellers Scraper" in the Apify Store
3. Add URLs: Paste the Amazon Best Sellers category URLs you want to collect
4. Run It: Click "Start" and watch your product data appear

Export your results in CSV, Excel, or JSON format. That is it.

🎯 Business Use Cases

• 📈 Market Research Analyst - monitor the top 100 bestsellers across multiple categories weekly to identify rising trends, spot seasonal shifts in consumer demand, and track which product types are gaining or losing share in competitive categories
• 🏭 Private Label Seller - pull rankings, review counts, and monthly purchase volume from competitor categories to find products with weak review coverage but strong sales, and identify market gaps worth entering

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✨ Why choose this Actor

	Capability
🎯	Built for the job. Scoped specifically to this data source so you skip the parser engineering entirely.
🔖	Structured output. Clean, typed fields ready for analysis, dashboards, or downstream pipelines.
⚡	Fast. Optimized request patterns return results in seconds, not minutes.
🔁	Always fresh. Every run pulls live data, so the dataset reflects the source as of run time.
🌐	No infra to manage. Apify handles proxies, retries, scaling, scheduling, and storage.
🛡️	Reliable. Battle-tested across many runs and edge cases, with graceful error handling.
🚫	No code required. Configure in the UI, run from CLI, schedule via cron, or call from any language with the Apify SDK.

📊 Production-grade structured data without the engineering overhead of building and maintaining your own scraper.

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📈 How it compares to alternatives

Approach	Cost	Coverage	Refresh	Filters	Setup
⭐ Amazon Best Sellers Scraper (this Actor)	$5 free credit, then pay-per-use	Full source coverage	Live per run	Source-native filters supported	⚡ 2 min
Build your own scraper	Engineering hours	Full once built	Whenever you maintain it	Custom code	🐢 Days to weeks
Paid managed APIs	$$$ monthly	Vendor-defined	Live	Vendor-defined	⏳ Hours
Third-party data dumps	Varies	Subset, often stale	Periodic	None	🕒 Variable

Pick this Actor when you want broad coverage, server-side filtering, and no pipeline maintenance.

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🚀 How to use

1. 📝 Sign up. Create a free account with $5 credit (takes 2 minutes).
2. 🌐 Open the Actor. Go to the Amazon Best Sellers Scraper page on the Apify Store.
3. 🎯 Set input. Configure the input fields in the form (or paste a JSON), then set maxItems.
4. 🚀 Run it. Click Start and let the Actor collect your data.
5. 📥 Download. Grab your results in the Dataset tab as CSV, Excel, JSON, or XML.

⏱️ Total time from signup to downloaded dataset: 3-5 minutes. No coding required.

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💼 Business use cases

📊 Data & Analytics Build trend reports and dashboards from live source data Feed BI tools, warehouses, and ML pipelines with structured records Run periodic snapshots to track changes over time Compare segments, regions, or categories with consistent fields	🏢 Operations & Strategy Monitor competitor moves, pricing, and inventory shifts Build internal directories and lookup tools backed by current data Power workflows that depend on fresh source records Cut manual data-gathering time from hours to minutes
🎯 Marketing & Growth Identify market opportunities and trending topics Research target audiences and customer personas at scale Power lead-generation pipelines with verified records Track sentiment, reviews, or social signals over time	🛠️ Engineering & Product Prototype features that need real-world data without owning a crawler Replace fragile in-house scrapers with a managed Actor Wire datasets into your apps via the Apify API or webhooks Skip the proxy, retry, and parsing maintenance entirely

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🌟 Beyond business use cases

Data like this powers more than commercial workflows. The same structured records support research, education, civic projects, and personal initiatives.

🎓 Research and academia Empirical datasets for papers, thesis work, and coursework Longitudinal studies tracking changes across snapshots Reproducible research with cited, versioned data pulls Classroom exercises on data analysis and ethical scraping	🎨 Personal and creative Side projects, portfolio demos, and indie app launches Data visualizations, dashboards, and infographics Content research for bloggers, YouTubers, and podcasters Hobbyist collections and personal trackers
🤝 Non-profit and civic Transparency reporting and accountability projects Advocacy campaigns backed by public-interest data Community-run databases for local issues Investigative journalism on public records	🧪 Experimentation Prototype AI and machine-learning pipelines with real data Validate product-market hypotheses before engineering spend Train small domain-specific models on niche corpora Test dashboard concepts with live input

🤖 Ask an AI assistant about this scraper

Open a ready-to-send prompt about this ParseForge actor in the AI of your choice:

• 💬 ChatGPT
• 🧠 Claude
• 🔍 Perplexity
• 🅒 Copilot

❓ Frequently Asked Questions

💳 Do I need a paid Apify plan to run this actor?

No. You can start right now on the free Apify plan, which includes $5 in free monthly credit. That is enough to run this actor several times and explore the output before committing to anything. Paid plans unlock higher limits, more concurrent runs, and larger datasets. Create a free Apify account here to get started.

🚨 What happens if my run fails or returns no results?

Failed runs are not charged. If the source site changes, proxies get rate-limited, or a specific input matches nothing, re-run the actor or open our contact form and we will investigate. You can also check the run log in the Apify console to see why the run stopped.

📏 How many items can I scrape per run?

Free users are limited to 10 items per run so you can preview the output and confirm the actor works for your use case. Paid users can raise maxItems up to 1,000,000 per run. Upgrade here if you need full scale.

🕒 How fresh is the data?

Every run fetches live data at the moment of execution. There is no cache or delay: the records you get reflect what the source returned at that moment. Schedule the actor to maintain a rolling snapshot of the data you need.

🧑‍💻 Can I call this actor from my own code?

Yes. Apify exposes every actor as a REST endpoint and ships first-class SDKs for Node.js and Python. You can start a run, read the dataset, and handle webhooks from your own app in a few lines. All you need is your Apify API token.

📤 How do I export the data?

Every Apify dataset can be downloaded in one click from the console as CSV, JSON, JSONL, Excel, HTML, XML, or RSS. You can also pull results programmatically via the Apify API or stream them into BigQuery, S3, and other destinations through built-in integrations.

📅 Can I schedule the actor to run automatically?

Yes. Use the Apify scheduler to run the actor on any cadence, from hourly to monthly. Results are saved to your dataset and can be delivered to webhooks, email, Slack, cloud storage, or automation tools such as Zapier and Make.

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🔗 Integrate Amazon Best Sellers Scraper with any app

• Make - Automate workflows
• Zapier - Connect 5000+ apps
• GitHub - Version control integration
• Slack - Get notifications
• Airbyte - Data pipelines
• Google Drive - Export to spreadsheets

Use webhooks to trigger downstream workflows each time a Best Sellers run finishes.

🔌 Integrate with any app

Amazon Best Sellers Scraper connects to any cloud service via Apify integrations:

• Make - Automate multi-step workflows
• Zapier - Connect with 5,000+ apps
• Slack - Get run notifications in your channels
• Airbyte - Pipe results into your warehouse
• GitHub - Trigger runs from commits and releases
• Google Drive - Export datasets straight to Sheets

You can also use webhooks to trigger downstream actions when a run finishes. Push fresh data into your product backend, or alert your team in Slack.

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Browse our complete collection of data extraction tools for more.

🚀 Ready to Start?

Create a free account with $5 credit and collect your first 100 bestsellers for free. No coding, no setup.

🆘 Need Help?

• Check the FAQ section above for common questions
• Visit the Apify support page for documentation and tutorials
• Contact us to request a new scraper, propose a custom project, or report an issue at Tally contact form

⚠️ Disclaimer

This Actor is an independent tool and is not affiliated with, endorsed by, or sponsored by Amazon or any of its subsidiaries. All trademarks mentioned are the property of their respective owners.

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