# eCommerce Web Scraping

##  Turn any product page into structured data, at scale. 

 Monitor prices across Amazon, Walmart, and eBay. Extract product catalogs from Etsy, StockX, and AliExpress. Analyze reviews, track inventory, and benchmark competitors - all through one API that handles anti-bot protection for you.

 [ Get Free API Key ](https://scrapfly.io/register) [ Web Scraping API ](https://scrapfly.io/products/web-scraping-api) 

 1,000 free credits. No credit card required. 

 

  

 

 

 

---

## 8+

major platforms covered

 



 

## 5B+

scrapes/month on the platform

 



 

## 99%+

success rate on protected targets

 



 

## JSON

CSV, Markdown output formats

 



 

 

 

---

 // FORMULA## Turn any product page into structured data.

 `URL` + `Extraction Schema` = Structured Product 

Anti-bot bypass, proxy rotation, and JS rendering included. You get the data, not the fight to reach it.

 

 

---

 COVERAGE## Built for every eCommerce surface

From the world's largest marketplaces to niche resale platforms. One API handles them all.

 

 // FEATURED ### Price Monitoring

Track real-time pricing across the biggest retail platforms. Identify trends, validate supplier contracts, and power dynamic pricing engines with fresh data on demand.

**1s**response time

**3**output formats

**200+**countries routed

 

 [ Amazon ](https://scrapfly.io/blog/posts/how-to-scrape-amazon/) 

 [Walmart](https://scrapfly.io/blog/posts/how-to-scrape-walmartcom/) 

 [BestBuy](https://scrapfly.io/blog/posts/how-to-scrape-bestbuy-product-offer-and-review-data/) 

 

 



 

 ### Signal Freshness

Run the same query on a schedule and diff the response. Repricing pipelines stay in sync with the market without polling loops you have to build yourself.

 | **Webhooks** | push on change |
|---|---|
| **Crawler** | scheduled re-scrape |
| **Cache** | delta detection |
| **Batch** | bulk NDJSON |

 



 

 

 ### Product Catalogs

Collect complete product listings, images, attributes, and seller data. Niche marketplaces carry unique inventory signals that broad platforms miss.

 [Etsy](https://scrapfly.io/blog/posts/how-to-scrape-etsy-com-product-review-data/) 

 [StockX](https://scrapfly.io/blog/posts/how-to-scrape-stockx/) 

 [AliExpress](https://scrapfly.io/blog/posts/how-to-scrape-aliexpress/) 

 [eBay](https://scrapfly.io/blog/posts/how-to-scrape-ebay/) 

 [Leboncoin](https://scrapfly.io/blog/posts/how-to-scrape-leboncoin-marketplace-real-estate/) 

 [MercadoLibre](https://scrapfly.io/blog/posts/how-to-scrape-mercadolibre/) 

 

 



 

 ### Review Sentiment

Collect customer reviews at scale and feed them to your sentiment pipeline. Identify product issues, track ratings over time, and surface what buyers actually want.

**Ratings**star scores

**Text**review body

**Verified**purchase flag

 

 



 

 

 ### Competitor Intelligence

Monitor how competitors position products, adjust prices, and update listings. Spot strategy shifts before they affect your market share.

 



 

 ### Inventory and Availability

Poll stock levels across retailers and trigger alerts when items go in or out of stock. Keep your fulfillment and repricing logic in sync with live data.

**SKUs**tracked

**Live**freshness

**Polling**on schedule

 

 



 

 ### Anti-bot Bypass

Major eCommerce platforms deploy sophisticated bot protection. Scrapfly handles it at the infrastructure level - no maintenance on your side.

[Cloudflare](https://scrapfly.io/bypass/cloudflare)

[DataDome](https://scrapfly.io/bypass/datadome)

[Akamai](https://scrapfly.io/bypass/akamai)

[PerimeterX](https://scrapfly.io/bypass/perimeterx)

 

 



 

 

 

  - Web Scraping API
- Extraction API
- Screenshot API
- Crawler
- Cloud Browser
 
 

Products

## The right Scrapfly product for every step

From raw HTML retrieval to structured output ready for your pipeline - each product handles a specific layer of the eCommerce data workflow.

   Web Scraping API

Fetch any product page with anti-bot bypass, residential proxies, and JS rendering built in. Returns clean HTML ready for parsing or AI extraction. The foundation for all eCommerce data pipelines.

 $> `curl "https://api.scrapfly.io/scrape?key=KEY&url=amazon.com/dp/B09JQSLL92&asp=true"` 

 [ Landing page ](https://scrapfly.io/products/web-scraping-api) 

 

   Extraction API

Turn scraped HTML into structured JSON using an AI prompt or schema. Extract name, price, images, availability, and reviews in one call - no XPath selectors to maintain.

 $> `scrapfly extract --url amazon.com/dp/B09JQSLL92 --prompt "name, price, rating"` 

 [ Landing page ](https://scrapfly.io/products/extraction-api) 

 

   Screenshot API

Capture full-page screenshots of product listings for visual monitoring, brand compliance checks, and archiving. Rendered in a real browser with JavaScript executed.

 $> `scrapfly screenshot --url amazon.com/dp/B09JQSLL92 --format png --full-page` 

 [ Landing page ](https://scrapfly.io/products/screenshot-api) 

 

   Crawler

Traverse entire category trees and search result pages. Follow pagination, apply depth limits, and stream discovered URLs - each one scraped through the same anti-bot stack.

 $> `scrapfly crawl --url amazon.com/s?k=headphones --follow "/dp/" --depth 2` 

 [ Landing page ](https://scrapfly.io/products/crawler-api) 

 

   Cloud Browser

Launch a real Chromium session with full CDP access for sites that require login flows, cart interactions, or complex JavaScript rendering. Powered by Scrapium stealth patches.

 $> `scrapfly browser --url amazon.com --session checkout-flow` 

 [ Landing page ](https://scrapfly.io/scrapium) 

 

 

 [Get Free API Key](https://scrapfly.io/register) 

 



 

 CODE## Scrape real eCommerce targets

Production-ready examples for the most popular platforms.

 

Anti-bot bypass, JS rendering, and AI extraction on a real Amazon product page.

     Python TypeScript HTTP / cURL  

    

 ```
from scrapfly import ScrapeConfig, ScrapflyClient, ScrapeApiResponse

client = ScrapflyClient(key="API KEY")

api_response: ScrapeApiResponse = client.scrape(
  ScrapeConfig(
    # add real estate property url
    url='https://www.amazon.com/dp/B0CHBN8QD9',
    # enable bypass anti-scraping protection
    asp=True,
    # enable headless browser if necessary
    render_js=True,
    # use AI to extract data
    extraction_model='product'
  )
)
# use AI extracted data
print(api_response.scrape_result['extracted_data']['data'])
# or parse the html yourself 
print(api_response.content)
```

 ```
import { 
    ScrapflyClient, ScrapeConfig 
} from 'jsr:@scrapfly/scrapfly-sdk';

const client = new ScrapflyClient({ key: "API KEY" });

let api_response = await client.scrape(
    new ScrapeConfig({
        url: 'https://www.amazon.com/dp/B0CHBN8QD9',
        // enable bypass anti-scraping protection
        asp: true,
        // enable headless browser if necessary
        render_js: true,
        // use AI to extract data
        extraction_model: 'product'  // or reviews
    })
);
// use AI extracted data
console.log(api_response.result['extracted_data']['data'])
// or parse the HTML yourself
console.log(api_response.result['content'])
```

 ```
http https://api.scrapfly.io/scrape \
key==$SCRAPFLY_KEY \
url==https://www.amazon.com/dp/B0CHBN8QD9 \
asp==true \
render_js==true \
extraction_model=product
```

 

 

 [ Python SDK docs → ](https://scrapfly.io/docs/sdk/python) [ TypeScript SDK docs → ](https://scrapfly.io/docs/sdk/typescript) [ HTTP API docs → ](https://scrapfly.io/docs) 

 

 

 

 AI AND WORKFLOWS## Automate with AI and integrations

 Use AI assistants ([Claude](https://scrapfly.io/docs/mcp/integrations/claude-desktop), [ChatGPT](https://scrapfly.io/docs/mcp/integrations/openai)) or automation tools ([n8n](https://scrapfly.io/docs/mcp/integrations/n8n), [Make](https://scrapfly.io/integration/make), [Zapier](https://scrapfly.io/integration/zapier)) to gather eCommerce data by describing what you need.

 

 ### Natural language queries

- **Compare prices:** "Show me Sony headphone prices across Amazon, Best Buy, and Walmart"
- **Track availability:** "Alert me when the iPhone 15 Pro is back in stock on any major retailer"
- **Analyze reviews:** "Summarize customer sentiment for this product across all platforms"
- **Monitor competitors:** "Track competitor pricing changes for my product category"
 
 



 

 ### Connect the MCP server

1. **Connect** the Scrapfly [MCP Server](https://scrapfly.io/docs/mcp/getting-started) to your AI assistant
2. **Ask** in natural language what data you need
3. **Get results** - the AI handles scraping, extraction, and formatting automatically
 
No coding required. Perfect for quick market research and price monitoring.

 [ View AI assistant examples ](https://scrapfly.io/docs/mcp/examples) 



 

 

 

  FAQ## Frequently Asked Questions

 

  ### How to unblock access to eCommerce websites?

 While scraping eCommerce websites is legal, some websites block access when they detect bot-like behavior. You can harden your scrapers yourself using tools and techniques covered in [our blog](https://scrapfly.io/blog/posts/how-to-scrape-without-getting-blocked-tutorial/), or leave it to [Web Scraping API](https://scrapfly.io/products/web-scraping-api) to handle it for you.

 

   ### Is web scraping eCommerce websites legal?

 Yes, generally web scraping publicly visible eCommerce data is legal in most places around the world. Extra consideration should be noted when scraping copyrighted product data and reviews. For more see our in-depth [web scraping laws](https://scrapfly.io/is-web-scraping-legal) article.

 

   ### What eCommerce data can be scraped?

 eCommerce websites are rich with data: product listings, reviews, prices, seller details, images, availability, and more. All of this can be scraped and used for market analysis, price monitoring, and competitor tracking.

 

   ### How to extract data from scraped eCommerce pages?

 Modern eCommerce websites often store data in page HTML, embedded JSON, and background requests. To extract a complete dataset it is best to use AI tools capable of understanding all these data facets, like [Extraction API](https://scrapfly.io/products/extraction-api).

 

   ### What is a Web Scraping API?

 A [Web Scraping API](https://scrapfly.io/products/web-scraping-api) is a service that abstracts away the complexities of web scraping. It allows developers to focus on building software rather than dealing with bot detection, proxy rotation, and other data access challenges.

 

   ### Are proxies enough to scrape eCommerce data?

 No. Most modern eCommerce websites can identify proxies and block access to their public data. To bypass eCommerce blocking you need a combination of bypass techniques or a service like [Web Scraping API](https://scrapfly.io/products/web-scraping-api) that handles it at the infrastructure level.

 

   ### How can I access the Web Scraping API?

 [Web Scraping API](https://scrapfly.io/products/web-scraping-api) can be accessed from any HTTP client - curl, HTTPie, or any HTTP library in any programming language. For first-class support, Scrapfly offers [Python](https://scrapfly.io/docs/sdk/python) and [TypeScript](https://scrapfly.io/docs/sdk/typescript) SDKs.

 

  

 

  ---

 // GET STARTED### Start collecting eCommerce data in minutes.

Free account. 1,000 credits. No credit card required. Anti-bot bypass, proxy rotation, and JS rendering included from the first request.

 

 [ Get Free API Key ](https://scrapfly.io/register) [See other industries](https://scrapfly.io/use-case/web-scraping)