# Fraud Detection Web Scraping

##  Detect impersonation, counterfeits, and scam networks with fresh public data. 

 Turn the public web into a real-time brand protection feed. Scrapfly handles anti-bot bypass, proxy rotation, and AI extraction so your team focuses on risk signals, not infrastructure.

 [ 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. 

 

  

 

 

 

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## 5B+

scrapes / month platform-wide

 



 

## 99%+

anti-bot bypass success rate

 



 

## JSON

Markdown / JSON output

 



 

## both

real-time or batch mode

 



 

 

 

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 // FORMULA## Turn the open web into a fraud early-warning feed.

 `Brand Term` + `Crawler` + `Extraction` = Risk Signal 

Scrapfly handles the crawling, JS rendering, and AI extraction. Your pipeline receives structured risk signals, ready for triage.

 

 

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 COVERAGE## Every Fraud Signal. One Platform.

From brand impersonation to gray-market listings - monitor the public web at scale.

 

 // FEATURED ### Brand Impersonation

Detect fake storefronts, copycat social accounts, and websites mimicking your brand. Scrape search results, social platforms, and domain registries to find impersonators before customers do.

 **Crawler**enumerate brand mentions across search and social

 

 **Domain Matcher**flag typosquats and lookalike domain patterns

 

 **Visual / Content Diff**screenshot API captures visual fingerprint for comparison

 

 **Takedown Queue**structured output feeds directly into your takedown workflow

 

 

 



 

 

 ### Counterfeit and Gray-Market Listings

Monitor marketplaces for unauthorized sellers, price deviations, and counterfeit product listings. Collect seller history, product identifiers, and image hashes to flag suspicious items.

**Amazon**product listings

**Alibaba**supplier pages

**Marketplaces**classifieds feeds

 

Seller History

Price Anomaly

Image Hash

 

 



 

 ### Phishing and Lookalike Domains

Collect metadata, screenshot, and content from newly registered domains that resemble your brand. Early detection shortens the window between launch and takedown.

**1,000s**domains watched

**daily**freshness

**auto**screenshot diff

 

 



 

 

 ### Synthetic Reviews

Scrape review platforms to surface clusters of suspiciously similar ratings - identical language, coordinated timing, or unusual account activity patterns.

**text**similarity

**timing**burst detection

 

 



 

 ### Public Forum Signals

Track brand mentions and reported scams on publicly accessible forums and community boards. Early community reports are often the first visible indicator of an emerging fraud pattern.

**public**web only

**real-time**feeds

 

 



 

 ### Anti-bot Bypass Included

Fraud-relevant targets often run aggressive bot protection. Scrapfly bypasses every major antibot vendor so your monitors keep running.

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

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

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

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

 

 [Full bypass coverage](https://scrapfly.io/bypass) 



 

 

 

---

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

Products

## Every Tool for Fraud Monitoring.

Web Scraping API, Extraction API, Screenshot API, Crawler, and Cloud Browser - all behind one key.

   Web Scraping API

Fetch any public page with anti-bot bypass, JS rendering, and residential proxy rotation built in. Returns clean HTML, markdown, or raw content for downstream parsing.

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

 

   Extraction API

Turn scraped HTML into structured JSON with a plain-language prompt or a JSON schema. Extract seller names, prices, contact details, or any fraud-relevant field without writing parsers.

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

 

   Screenshot API

Capture full-page screenshots of suspected phishing pages or impersonator storefronts. Visual evidence is archived as PNG or JPEG, ready for takedown requests.

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

 

   Crawler

Traverse entire domains with follow rules, depth limits, and rate control. Ideal for enumerating all product listings from a suspected counterfeit seller or crawling forum threads.

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

 

   Cloud Browser

Drive a real stealth Chromium session with CDP access for targets that require full JavaScript execution, user interaction simulation, or multi-step navigation.

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

 

 

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

 



 

---

 CODE## Real-Target Code Samples

Scrape a real Amazon product listing - early-warning for counterfeit listings and gray-market sellers.

 

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 + AUTOMATION## Automate with AI and Workflows

Connect Scrapfly to your existing AI pipelines, agents, and no-code tools.

 

 ### MCP Server

Point Claude, Cursor, or any MCP-compatible agent at Scrapfly. Your AI model calls scrape, extract, and screenshot as native tools - no glue code needed.

Claude

Cursor

Windsurf

Any MCP client

 

 



 

 ### n8n / Make / Zapier

Trigger scraping jobs from workflow automation tools. Feed results directly into Slack alerts, Google Sheets, or your case-management system with zero code.

**n8n**native node

**REST**any HTTP step

 

 



 

 ### Python and TypeScript SDKs

First-class SDK support for Python and TypeScript. Build scheduled monitors, batch crawl pipelines, or integrate Scrapfly into your existing fraud tooling in minutes.

[Python SDK](https://scrapfly.io/docs/sdk/python)

[TypeScript SDK](https://scrapfly.io/docs/sdk/typescript)

 

 



 

 

 

---

  FAQ## Frequently Asked Questions

 

  ### Is scraping for fraud detection legal?

 Yes, collecting publicly visible data for brand protection and fraud detection is generally legal in most jurisdictions. The key principle is to work only with publicly accessible pages and to avoid scraping Personally Identifiable Information (PII). For a thorough overview see our [web scraping laws guide](https://scrapfly.io/is-web-scraping-legal).

 

   ### How do I unblock access to websites for fraud monitoring?

 Many sites used by bad actors also deploy bot-detection systems that block scraping. Scrapfly's Web Scraping API handles anti-bot bypass, residential proxy rotation, and JS rendering automatically. You send a standard HTTP request and receive clean content regardless of the protection stack on the target.

 

   ### What fraud-relevant data can I extract from web pages?

 Common signals include seller identities, product images and identifiers, pricing data, review text and metadata, domain registration details, page screenshots, and contact information. Scrapfly's Extraction API lets you define exactly which fields to pull from any page using a plain-language prompt or JSON schema.

 

   ### What sources are typically scraped for fraud detection?

 The most common sources are e-commerce marketplaces (for counterfeit listings), social media platforms (for impersonator accounts), search engine results (for lookalike domains surfacing in organic results), review sites (for synthetic review clusters), and publicly accessible community forums where users report scams.

 

   ### Are proxies alone enough for fraud detection scraping?

 No. Modern bot-detection systems identify far more than the source IP - they analyze TLS fingerprints, browser signals, behavioral patterns, and request timing. A raw proxy only changes your IP. Scrapfly combines residential proxies with a stealth browser stack and anti-bot bypass logic to maintain reliable access at scale.

 

   ### How do I use AI to classify fraud signals from scraped data?

 Pass the scraped HTML directly to Scrapfly's Extraction API with a prompt describing the signals you need: seller verification status, price deviation from RRP, review language similarity, or domain creation date. The API returns structured JSON that feeds into your risk-scoring or case-management workflow without you writing custom parsers.

 

   ### Can I schedule recurring brand-monitoring scans?

 Yes. The Scrapfly API is a standard REST endpoint that you can call from any scheduler - cron, cloud functions, or workflow automation tools like n8n and Make. The Python and TypeScript SDKs make it easy to build a recurring monitor that runs daily or hourly and pushes results to Slack, a database, or a ticketing system.

 

  

 

  ---

 // GET STARTED### Start monitoring the public web for fraud signals today.

Free account, 1,000 credits, no credit card. Anti-bot bypass, proxy rotation, and AI extraction all included.

 

 [ Get Free API Key ](https://scrapfly.io/register) [Explore all use cases](https://scrapfly.io/use-case/web-scraping)