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PAT McGRATH LABS Scraper API

Unlock the data labs of PAT McGRATH LABS with our powerful Scraper API. Effortlessly extract product details, reviews, pricing history, and search results without battling CAPTCHAs, IP blocks, or messy parsing. Get structured JSON datasets for seamless integration into your data pipelines and analytics tools.

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What Can You Build With PAT McGRATH LABS Scraper API Scraper?

Develop dynamic price monitoring dashboards tracking PAT McGRATH LABS cosmetics pricing and variants in real-time. Conduct in-depth review analysis on verified customer feedback for sentiment and trend insights. Build competitor intelligence tools by scraping best sellers lists, category rankings, and engagement metrics from the data labs.

XCrawl

Real-time JSON Datasets

Pull live PAT McGRATH LABS data into Python or Node.js apps with clean, structured JSON responses for instant analysis and visualization.

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Anti-Bot Evasion

Bypass CAPTCHAs and blocks using rotating proxies and headless browsers, ensuring reliable access to product details and reviews.

XCrawl

Scalable Async Scraping

Handle high-volume requests asynchronously for pricing history, search results, and media URLs without performance bottlenecks.

XCrawl

Enterprise-Grade Accuracy

99.9% data precision on best sellers, engagement metrics, and seller info, powering robust datasets from the data labs.

Trusted by Data-Driven Teams Worldwide

Used by teams across analytics, research, monitoring, and growth workflows.

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Available PAT McGRATH LABS Scraper API Scrapers

Access the most commonly used PAT McGRATH LABS Scraper API data types — fully structured, consistently formatted, and production-ready.

PAT McGRATH LABS Product Details Scraper

Fetches comprehensive product info including pricing, variants, and descriptions from the data labs.

Scraping method:
  • product_id
  • title
  • price
  • variants
  • description
  • availability
  • category

PAT McGRATH LABS Reviews Scraper

Extracts customer reviews with verified status, ratings, and text for sentiment analysis.

Scraping method:
  • review_id
  • rating
  • text
  • verified_purchase
  • date
  • user_name
  • helpful_votes

PAT McGRATH LABS Search Results Scraper

Retrieves keyword-based search results with rankings and product snippets.

Scraping method:
  • search_query
  • position
  • product_id
  • title
  • price
  • rating
  • link

PAT McGRATH LABS Best Sellers Scraper

Pulls top-selling products and category leaderboards for market insights.

Scraping method:
  • rank
  • product_id
  • title
  • price
  • sales_velocity
  • category

PAT McGRATH LABS Pricing History Scraper

Tracks historical pricing data and trends over time from product pages.

Scraping method:
  • product_id
  • date
  • price
  • discount
  • currency
  • source

PAT McGRATH LABS Media URLs Scraper

Collects high-res images and video links for products and listings.

Scraping method:
  • product_id
  • image_url
  • thumbnail
  • video_url
  • alt_text
  • resolution

PAT McGRATH LABS Scraper API crawling methods

XCrawl

API Scraping (For Developers)

Seamlessly integrate the PAT McGRATH LABS Scraper API via REST endpoints with Python, Node.js, and async support.

  • XCrawl
    SDK Integration
    Official libraries for Python and Node.js simplify authentication and data fetching from the data labs.
  • XCrawl
    Async Batch Requests
    Process multiple scraper endpoints concurrently for high-throughput review and pricing data.
  • XCrawl
    Custom Parameters
    Fine-tune queries for search results, categories, and historical datasets with ease.
XCrawl

No-Code Scraping (For Ops & Growth Teams)

Use our intuitive dashboard for no-code PAT McGRATH LABS scraping without writing a single line.

  • XCrawl
    Visual Selector
    Point-and-click to build scrapers for products, reviews, and media with preview.
  • XCrawl
    Automated Scheduling
    Set cron jobs for daily pricing history and best sellers updates automatically.
  • XCrawl
    CSV/Excel Exports
    Download clean datasets directly for analysis in Sheets or BI tools.

Code examples

Retrieve PAT McGRATH LABS Scraper API posts and author information in seconds with a simple API call.

Input
Shell
curl -X POST https://xcrawl.com -H "Authorization: YOU_TOKEN" -H "Content-Type: application/json" -d "{\"geo\":\"US\",\"context\":{\"keyword_list\":[{\"keyword\":\"Apple\"}],\"start_page\":1,\"pages\":1},\"source\":\"amazon_search\"}"
Output
Json
{
"result":[
{
"content":{
"url":"https://www.amazon.com/s?k=Apple&page=1"
"page":1
"query":"Apple"
"results":{
"organic":[
{
"pos":1
"url":"https://www.amazon.com/sspa/click?ie=UTF8&spc=MTo1NTU4MDIyNzE4MTQ0NDk1OjE3NjM0NDg1NjM6c3BfYXRmOjMwMDg0MTIyMDE1MTYwMjo6MDo6&url=%2FApple-11-inch-Intelligence-Display-All-Day%2Fdp%2FB0DZ73HCJZ%2Fref%3Dsr_1_1_sspa%3Fdib%3DeyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs%26dib_tag%3Dse%26keywords%3DApple%26qid%3D1763448563%26sr%3D8-1-spons%26sp_csd%3Dd2lkZ2V0TmFtZT1zcF9hdGY%26psc%3D1"
"asin":"B0DZ73HCJZ"
"price":499.99
"title":"SponsoredSponsored You’re seeing this ad based on the product’s relevance to your search query.Leave ad feedback AppleiPad Air 11-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life — Purple"
"rating":4.8
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/71b-vc2xzlL._AC_UY218_.jpg"
"best_seller":false
"price_upper":499.99
"is_sponsored":false
"sales_volume":"1K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":599
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
{
"pos":2
"url":"https://www.amazon.com/sspa/click?ie=UTF8&spc=MTo1NTU4MDIyNzE4MTQ0NDk1OjE3NjM0NDg1NjM6c3BfYXRmOjMwMDg0MTI5NzA2MjkwMjo6MDo6&url=%2FApple-Bluetooth-Headphones-Personalized-Effortless%2Fdp%2FB0DGHMNQ5Z%2Fref%3Dsr_1_2_sspa%3Fdib%3DeyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs%26dib_tag%3Dse%26keywords%3DApple%26qid%3D1763448563%26sr%3D8-2-spons%26sp_csd%3Dd2lkZ2V0TmFtZT1zcF9hdGY%26psc%3D1"
"asin":"B0DGHMNQ5Z"
"price":117
"title":"SponsoredSponsored You’re seeing this ad based on the product’s relevance to your search query.Leave ad feedback AppleAirPods 4 Wireless Earbuds, Bluetooth Headphones, Personalized Spatial Audio, Sweat and Water Resistant, USB-C Charging Case, H2 Chip, Up to 30 Hours of Battery Life, Effortless Setup for iPhone"
"rating":4.5
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/61iBtxCUabL._AC_UY218_.jpg"
"best_seller":false
"price_upper":117
"is_sponsored":false
"sales_volume":"10K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":129
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
{
"pos":3
"url":"https://www.amazon.com/Apple-MX542LL-A-AirTag-Pack/dp/B0D54JZTHY/ref=sr_1_3?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-3"
"asin":"B0D54JZTHY"
"price":79.98
"title":"AppleAirTag 4 Pack. Keep Track of and find Your Keys, Wallet, Luggage, Backpack, and More. Simple one-tap Set up with iPhone or iPad"
"rating":4.7
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/61bMNCeAUAL._AC_UY218_.jpg"
"best_seller":false
"price_upper":79.98
"is_sponsored":false
"sales_volume":"10K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":99
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
{
"pos":4
"url":"https://www.amazon.com/Apple-MX532LL-A-AirTag/dp/B0CWXNS552/ref=sr_1_4?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-4"
"asin":"B0CWXNS552"
"price":17.97
"title":"AppleAirTag. Keep Track of and find Your Keys, Wallet, Luggage, Backpack, and More. Simple one-tap Set up with iPhone or iPad"
"rating":4.7
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/71rP7f78eFL._AC_UY218_.jpg"
"best_seller":false
"price_upper":17.97
"is_sponsored":false
"sales_volume":"10K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":29
"shipping_information":"FREE delivery Sun, Nov 23 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Nov 19"
},
{
"pos":5
"url":"https://www.amazon.com/Apple-iPad-Pro-13-inch-M5/dp/B0FWCXMR3W/ref=sr_1_5?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-5"
"asin":"B0FWCXMR3W"
"price":2499
"title":"AppleiPad Pro 13-inch (M5): Ultra Retina XDR Display, 2TB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 7 with Apple N1 + 5G Cellular with C1X chip, Face ID, All-Day Battery Life — Space Black"
"rating":4.6
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/715V3wbnD6L._AC_UY218_.jpg"
"best_seller":false
"price_upper":2499
"is_sponsored":false
"sales_volume":null
"pricing_count":1
"reviews_count":16
"is_amazons_choice":false
"price_strikethrough":""
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Thu, Nov 20"
},
{
"pos":6
"url":"https://www.amazon.com/Apple-Cancellation-Translation-Headphones-High-Fidelity/dp/B0FQFB8FMG/ref=sr_1_6?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-6"
"asin":"B0FQFB8FMG"
"price":249
"title":"AppleAirPods Pro 3 Wireless Earbuds, Active Noise Cancellation, Live Translation, Heart Rate Sensing, Hearing Aid Feature, Bluetooth Headphones, Spatial Audio, High-Fidelity Sound, USB-C Charging"
"rating":4.4
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/61solmQSSlL._AC_UY218_.jpg"
"best_seller":false
"price_upper":249
"is_sponsored":false
"sales_volume":"10K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":""
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
{
"pos":7
"url":"https://www.amazon.com/Apple-2025-MacBook-13-inch-Laptop/dp/B0DZD9S5GC/ref=sr_1_7?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-7"
"asin":"B0DZD9S5GC"
"price":749.99
"title":"Apple2025 MacBook Air 13-inch Laptop with M4 chip: Built for Apple Intelligence, 13.6-inch Liquid Retina Display, 16GB Unified Memory, 256GB SSD Storage, 12MP Center Stage Camera, Touch ID; Midnight"
"rating":4.8
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/71cWZUr9SVL._AC_UY218_.jpg"
"best_seller":false
"price_upper":749.99
"is_sponsored":false
"sales_volume":null
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":999
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
{
"pos":8
"url":"https://www.amazon.com/Apple-Headphones-Cancellation-Transparency-Personalized/dp/B0DGJ7HYG1/ref=sr_1_8?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-8"
"asin":"B0DGJ7HYG1"
"price":148.99
"title":"AppleAirPods 4 Wireless Earbuds, Bluetooth Headphones, with Active Noise Cancellation, Adaptive Audio, Transparency Mode, Personalized Spatial Audio, USB-C Charging Case, Wireless Charging, H2 Chip"
"rating":4.5
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/61iBtxCUabL._AC_UY218_.jpg"
"best_seller":false
"price_upper":148.99
"is_sponsored":false
"sales_volume":"10K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":179
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
],
"amazons_choices":[
],
},
},
},
],
},

How the PAT McGRATH LABS Scraper API Scraper API works?

  • XCrawlIntelligent IP rotation
  • XCrawlAutomatic CAPTCHA recognition
  • XCrawlHTTP headers
  • XCrawlAutomatic webpage parsing
  • XCrawlCustomizable support

What can our API do for you?

XCrawl

Proxy management

ML-driven proxy selection and rotation using our premium proxy pool from 190 countries.

XCrawl

AI-driven fingerprinting

Unique HTTP headers, JavaScript, and browser fingerprints ensure resilience to dynamic content.

XCrawl

CAPTCHA bypass

Automatic retries and CAPTCHA bypassing for uninterrupted data retrieval.

XCrawl

Bulk data extraction

Extract data from several pages at the same time with up to 10K URLs per batch.

XCrawl

Multiple delivery options

Receive data via cloud storage such as SFTP or AWSS3, or retrieve results through APIs.

XCrawl

Scheduled scraping

Set your preferred frequency for automated, custom-timed data collection, with results delivered directly to your cloud storage.

XCrawl

Maintenance-free infrastructure

Eliminate proxy maintenance and infrastructure hassle. No need to build crawler systems.

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Highly scalable

Easy to integrate with support for customization.

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24/7 support

Receive professional support in case of anyquestions or issues.

XCrawl Transparent

Flexible Pricing

Transparent web scraping pricing with flexible API subscription plans. Compare data extraction costs, purchase crawler access, and start free — then scale as you grow.

Monthly
Yearly Hot

Scale Plans

High-volume plans for teams that need more power and dedicated support.

Enjoy higher rate limits, more concurrent browsers, and priority support.

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We Provide Enterprise-Level Customization

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What do our customers say?

★★★★★
5.0

The PAT McGRATH LABS product scraper delivers pristine datasets from the data labs—perfect for our pricing analysis.

Alex Rivera
Alex Rivera
Data Analyst
★★★★★
4.9

Fast scraping of reviews and pricing history saved us weeks of manual work.

Sarah Kim
Sarah Kim
E-commerce Manager
★★★★★
5.0

Easy Python integration with accurate JSON from PAT McGRATH LABS search results.

Mike Chen
Mike Chen
Backend Developer
★★★★★
4.8

Best sellers scraper provides real-time market intel from the data labs.

Laura Patel
Laura Patel
Growth Hacker
★★★★★
5.0

Outstanding dataset quality for media URLs and engagement metrics.

David Wong
David Wong
BI Engineer
★★★★★
4.9

Review scraper handles verified purchases flawlessly for sentiment tracking.

Emma Lopez
Emma Lopez
Product Manager
★★★★★
5.0

Scalable API bypasses all blocks for PAT McGRATH LABS pricing data.

Raj Singh
Raj Singh
CTO
★★★★★
4.7

Love the structured JSON from category lists and best sellers.

Nina Foster
Nina Foster
Marketing Analyst
★★★★★
5.0

Reliable scraper API unlocks the full data labs effortlessly.

Tom Harris
Tom Harris
Data Scientist
★★★★★
4.9

Transformed our competitor tracking with precise product details.

Olivia Grant
Olivia Grant
Founder
★★★★★
5.0

The PAT McGRATH LABS product scraper delivers pristine datasets from the data labs—perfect for our pricing analysis.

Alex Rivera
Alex Rivera
Data Analyst
★★★★★
4.9

Fast scraping of reviews and pricing history saved us weeks of manual work.

Sarah Kim
Sarah Kim
E-commerce Manager
★★★★★
5.0

Easy Python integration with accurate JSON from PAT McGRATH LABS search results.

Mike Chen
Mike Chen
Backend Developer
★★★★★
4.8

Best sellers scraper provides real-time market intel from the data labs.

Laura Patel
Laura Patel
Growth Hacker
★★★★★
5.0

Outstanding dataset quality for media URLs and engagement metrics.

David Wong
David Wong
BI Engineer
★★★★★
4.9

Review scraper handles verified purchases flawlessly for sentiment tracking.

Emma Lopez
Emma Lopez
Product Manager
★★★★★
5.0

Scalable API bypasses all blocks for PAT McGRATH LABS pricing data.

Raj Singh
Raj Singh
CTO
★★★★★
4.7

Love the structured JSON from category lists and best sellers.

Nina Foster
Nina Foster
Marketing Analyst
★★★★★
5.0

Reliable scraper API unlocks the full data labs effortlessly.

Tom Harris
Tom Harris
Data Scientist
★★★★★
4.9

Transformed our competitor tracking with precise product details.

Olivia Grant
Olivia Grant
Founder
★★★★★
5.0

The PAT McGRATH LABS product scraper delivers pristine datasets from the data labs—perfect for our pricing analysis.

Alex Rivera
Alex Rivera
Data Analyst
★★★★★
4.9

Fast scraping of reviews and pricing history saved us weeks of manual work.

Sarah Kim
Sarah Kim
E-commerce Manager
★★★★★
5.0

Easy Python integration with accurate JSON from PAT McGRATH LABS search results.

Mike Chen
Mike Chen
Backend Developer
★★★★★
4.8

Best sellers scraper provides real-time market intel from the data labs.

Laura Patel
Laura Patel
Growth Hacker
★★★★★
5.0

Outstanding dataset quality for media URLs and engagement metrics.

David Wong
David Wong
BI Engineer
★★★★★
4.9

Review scraper handles verified purchases flawlessly for sentiment tracking.

Emma Lopez
Emma Lopez
Product Manager
★★★★★
5.0

Scalable API bypasses all blocks for PAT McGRATH LABS pricing data.

Raj Singh
Raj Singh
CTO
★★★★★
4.7

Love the structured JSON from category lists and best sellers.

Nina Foster
Nina Foster
Marketing Analyst
★★★★★
5.0

Reliable scraper API unlocks the full data labs effortlessly.

Tom Harris
Tom Harris
Data Scientist
★★★★★
4.9

Transformed our competitor tracking with precise product details.

Olivia Grant
Olivia Grant
Founder
★★★★★
5.0

The PAT McGRATH LABS product scraper delivers pristine datasets from the data labs—perfect for our pricing analysis.

Alex Rivera
Alex Rivera
Data Analyst
★★★★★
4.9

Fast scraping of reviews and pricing history saved us weeks of manual work.

Sarah Kim
Sarah Kim
E-commerce Manager
★★★★★
5.0

Easy Python integration with accurate JSON from PAT McGRATH LABS search results.

Mike Chen
Mike Chen
Backend Developer
★★★★★
4.8

Best sellers scraper provides real-time market intel from the data labs.

Laura Patel
Laura Patel
Growth Hacker
★★★★★
5.0

Outstanding dataset quality for media URLs and engagement metrics.

David Wong
David Wong
BI Engineer
★★★★★
4.9

Review scraper handles verified purchases flawlessly for sentiment tracking.

Emma Lopez
Emma Lopez
Product Manager
★★★★★
5.0

Scalable API bypasses all blocks for PAT McGRATH LABS pricing data.

Raj Singh
Raj Singh
CTO
★★★★★
4.7

Love the structured JSON from category lists and best sellers.

Nina Foster
Nina Foster
Marketing Analyst
★★★★★
5.0

Reliable scraper API unlocks the full data labs effortlessly.

Tom Harris
Tom Harris
Data Scientist
★★★★★
4.9

Transformed our competitor tracking with precise product details.

Olivia Grant
Olivia Grant
Founder
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Top-Rated by Users
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Leader
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Easiest To Use
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Best Value Award
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Frequently asked questions

Everything you need to know about XCrawl.

How does the PAT McGRATH LABS Scraper API work?
It uses headless browsers and smart proxies to mimic user behavior, parsing dynamic pages into structured JSON endpoints for products, reviews, and more.
What is the pricing model?
Pay-per-use based on API requests, data volume extracted, and scraper complexity; no upfront costs with generous free tier.
What data coverage and limitations apply?
Full public catalog including products, reviews, pricing history, and search results; excludes private/logged-in content.
Is scraping PAT McGRATH LABS legal and compliant?
We scrape only publicly available data responsibly; always review site ToS and use ethically for your compliance.
What integration support is available?
SDKs for Python/Node.js, REST API docs, webhook support, and dashboard for quick starts.

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