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Error Messages Deduplication Scraper API

XCrawl's Error Messages Deduplication Scraper API empowers developers to tackle scrape error challenges head-on. This powerful message scraper extracts web crawler error data from logs and sites, intelligently deduplicates crawl errors and crawl error instances, and delivers clean, structured JSON—eliminating manual parsing of messy error outputs for efficient debugging and monitoring.

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What Can You Build With Error Messages Deduplication Scraper API Scraper?

Build robust error monitoring dashboards to track scrape error patterns in real-time, automate web crawler error analysis for faster issue resolution, and create intelligent deduplication pipelines using our message scraper. Ideal for optimizing crawl errors in large-scale scraping operations, enhancing crawler reliability, and generating actionable insights from deduplicated error datasets.

XCrawl

Smart Deduplication

Automatically cluster and remove duplicate crawl errors using advanced hashing, delivering clean JSON datasets ready for analysis in Python or any backend stack.

XCrawl

Real-Time Scraping

Capture live web crawler error messages with low-latency API calls, supporting async requests for high-volume error monitoring without downtime.

XCrawl

Precise Error Parsing

Extract structured data from unstructured scrape error logs, including codes, stacks, and contexts, with 99% accuracy in JSON format.

XCrawl

Scalable Integration

Seamlessly integrate message scraper endpoints into Node.js, Python, or REST clients, handling millions of crawl error records effortlessly.

Trusted by Data-Driven Teams Worldwide

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

XCrawl

Available Error Messages Deduplication Scraper API Scrapers

Access the most commonly used Error Messages Deduplication Scraper API data types — fully structured, consistently formatted, and production-ready.

Scrape Error

Targeted endpoint to scrape error instances from web logs and deduplicate them for clean analysis.

Scraping method:
  • error_code
  • message
  • timestamp
  • source_url
  • status_code
  • severity
  • stack_trace
  • dedup_id

Web Crawler Error

Extract and deduplicate web crawler error data from distributed crawl jobs and monitoring feeds.

Scraping method:
  • crawler_id
  • error_type
  • full_message
  • occurred_at
  • request_url
  • response_headers
  • frequency

Message Scraper

High-speed scraper for error messages across platforms, with built-in deduplication logic.

Scraping method:
  • message_hash
  • raw_text
  • context
  • log_level
  • endpoint
  • user_agent
  • deduplicated_count

Crawl Errors

Bulk extraction of crawl errors from site audits, deduplicated for unique issue tracking.

Scraping method:
  • crawl_session
  • error_category
  • description
  • affected_pages
  • retry_count
  • resolution_status

Crawl Error

Single-instance crawl error scraper with deduplication checks against historical data.

Scraping method:
  • unique_id
  • error_string
  • timestamp_utc
  • ip_address
  • http_method
  • payload_size

Error Message Deduplication

Core API for scraping and deduplicating error messages from any crawler output stream.

Scraping method:
  • dedup_key
  • original_message
  • cluster_size
  • first_seen
  • last_seen
  • tags

Error Messages Deduplication Scraper API crawling methods

XCrawl

API Scraping (For Developers)

Integrate our RESTful Scraper API directly into your backend for programmatic access to error data.

  • XCrawl
    Python SDK
    Use our official Python client for easy async scraping of crawl errors and instant deduplication.
  • XCrawl
    JSON Endpoints
    Simple HTTP POST/GET calls return structured web crawler error data in lightweight JSON.
  • XCrawl
    Webhook Support
    Receive real-time scrape error notifications via webhooks for automated pipelines.
XCrawl

No-Code Scraping (For Ops & Growth Teams)

Use our intuitive dashboard to visually configure scrapers without writing a single line of code.

  • XCrawl
    Visual Selector
    Point-and-click to select error message sources for crawl error scraping and dedup.
  • XCrawl
    Automated Scheduling
    Set cron jobs to run message scrapers periodically and deduplicate on the fly.
  • XCrawl
    Export Options
    Download deduplicated datasets as CSV, Excel, or JSON for easy analysis.

Code examples

Retrieve Error Messages Deduplication 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 Error Messages Deduplication 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.

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CAPTCHA bypass

Automatic retries and CAPTCHA bypassing for uninterrupted data retrieval.

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Bulk data extraction

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

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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.

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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

Transformed our crawl error handling—deduplication is spot-on, and the message scraper integrates flawlessly with our Python stack.

Alex Rivera
Alex Rivera
Senior DevOps Engineer
★★★★★
4.9

Fast scraping of web crawler errors with perfect deduplication. Saved hours debugging scrape error duplicates daily.

Jordan Lee
Jordan Lee
Backend Developer
★★★★★
5.0

Outstanding for crawl errors analysis. The API delivers clean JSON datasets from messy logs effortlessly.

Taylor Kim
Taylor Kim
Data Engineer
★★★★★
4.8

Our web crawler error monitoring is now proactive thanks to this reliable message scraper and dedup features.

Morgan Patel
Morgan Patel
CTO
★★★★★
5.0

Handles scrape error extraction like a pro. Deduplication accuracy boosted our crawler efficiency tremendously.

Casey Wong
Casey Wong
Full-Stack Developer
★★★★★
4.9

Seamless integration for crawl error scraping. JSON output is precise, and dedup saves massive storage.

Riley Chen
Riley Chen
Site Reliability Engineer
★★★★★
5.0

Empowered our team to build better dashboards from deduplicated web crawler error data—highly recommend.

Drew Singh
Drew Singh
Product Manager
★★★★★
4.7

Message scraper excels at unique crawl errors identification. Fixed our scraping pipeline overnight.

Quinn Lopez
Quinn Lopez
Software Architect
★★★★★
5.0

Best tool for scrape error management. Real-time deduplication keeps our crawlers running smoothly.

Cameron Ruiz
Cameron Ruiz
DevOps Lead
★★★★★
4.9

Incredible dataset quality from crawl error scraping. Easy to analyze trends post-deduplication.

Skyler Nguyen
Skyler Nguyen
Data Scientist
★★★★★
5.0

Transformed our crawl error handling—deduplication is spot-on, and the message scraper integrates flawlessly with our Python stack.

Alex Rivera
Alex Rivera
Senior DevOps Engineer
★★★★★
4.9

Fast scraping of web crawler errors with perfect deduplication. Saved hours debugging scrape error duplicates daily.

Jordan Lee
Jordan Lee
Backend Developer
★★★★★
5.0

Outstanding for crawl errors analysis. The API delivers clean JSON datasets from messy logs effortlessly.

Taylor Kim
Taylor Kim
Data Engineer
★★★★★
4.8

Our web crawler error monitoring is now proactive thanks to this reliable message scraper and dedup features.

Morgan Patel
Morgan Patel
CTO
★★★★★
5.0

Handles scrape error extraction like a pro. Deduplication accuracy boosted our crawler efficiency tremendously.

Casey Wong
Casey Wong
Full-Stack Developer
★★★★★
4.9

Seamless integration for crawl error scraping. JSON output is precise, and dedup saves massive storage.

Riley Chen
Riley Chen
Site Reliability Engineer
★★★★★
5.0

Empowered our team to build better dashboards from deduplicated web crawler error data—highly recommend.

Drew Singh
Drew Singh
Product Manager
★★★★★
4.7

Message scraper excels at unique crawl errors identification. Fixed our scraping pipeline overnight.

Quinn Lopez
Quinn Lopez
Software Architect
★★★★★
5.0

Best tool for scrape error management. Real-time deduplication keeps our crawlers running smoothly.

Cameron Ruiz
Cameron Ruiz
DevOps Lead
★★★★★
4.9

Incredible dataset quality from crawl error scraping. Easy to analyze trends post-deduplication.

Skyler Nguyen
Skyler Nguyen
Data Scientist
★★★★★
5.0

Transformed our crawl error handling—deduplication is spot-on, and the message scraper integrates flawlessly with our Python stack.

Alex Rivera
Alex Rivera
Senior DevOps Engineer
★★★★★
4.9

Fast scraping of web crawler errors with perfect deduplication. Saved hours debugging scrape error duplicates daily.

Jordan Lee
Jordan Lee
Backend Developer
★★★★★
5.0

Outstanding for crawl errors analysis. The API delivers clean JSON datasets from messy logs effortlessly.

Taylor Kim
Taylor Kim
Data Engineer
★★★★★
4.8

Our web crawler error monitoring is now proactive thanks to this reliable message scraper and dedup features.

Morgan Patel
Morgan Patel
CTO
★★★★★
5.0

Handles scrape error extraction like a pro. Deduplication accuracy boosted our crawler efficiency tremendously.

Casey Wong
Casey Wong
Full-Stack Developer
★★★★★
4.9

Seamless integration for crawl error scraping. JSON output is precise, and dedup saves massive storage.

Riley Chen
Riley Chen
Site Reliability Engineer
★★★★★
5.0

Empowered our team to build better dashboards from deduplicated web crawler error data—highly recommend.

Drew Singh
Drew Singh
Product Manager
★★★★★
4.7

Message scraper excels at unique crawl errors identification. Fixed our scraping pipeline overnight.

Quinn Lopez
Quinn Lopez
Software Architect
★★★★★
5.0

Best tool for scrape error management. Real-time deduplication keeps our crawlers running smoothly.

Cameron Ruiz
Cameron Ruiz
DevOps Lead
★★★★★
4.9

Incredible dataset quality from crawl error scraping. Easy to analyze trends post-deduplication.

Skyler Nguyen
Skyler Nguyen
Data Scientist
★★★★★
5.0

Transformed our crawl error handling—deduplication is spot-on, and the message scraper integrates flawlessly with our Python stack.

Alex Rivera
Alex Rivera
Senior DevOps Engineer
★★★★★
4.9

Fast scraping of web crawler errors with perfect deduplication. Saved hours debugging scrape error duplicates daily.

Jordan Lee
Jordan Lee
Backend Developer
★★★★★
5.0

Outstanding for crawl errors analysis. The API delivers clean JSON datasets from messy logs effortlessly.

Taylor Kim
Taylor Kim
Data Engineer
★★★★★
4.8

Our web crawler error monitoring is now proactive thanks to this reliable message scraper and dedup features.

Morgan Patel
Morgan Patel
CTO
★★★★★
5.0

Handles scrape error extraction like a pro. Deduplication accuracy boosted our crawler efficiency tremendously.

Casey Wong
Casey Wong
Full-Stack Developer
★★★★★
4.9

Seamless integration for crawl error scraping. JSON output is precise, and dedup saves massive storage.

Riley Chen
Riley Chen
Site Reliability Engineer
★★★★★
5.0

Empowered our team to build better dashboards from deduplicated web crawler error data—highly recommend.

Drew Singh
Drew Singh
Product Manager
★★★★★
4.7

Message scraper excels at unique crawl errors identification. Fixed our scraping pipeline overnight.

Quinn Lopez
Quinn Lopez
Software Architect
★★★★★
5.0

Best tool for scrape error management. Real-time deduplication keeps our crawlers running smoothly.

Cameron Ruiz
Cameron Ruiz
DevOps Lead
★★★★★
4.9

Incredible dataset quality from crawl error scraping. Easy to analyze trends post-deduplication.

Skyler Nguyen
Skyler Nguyen
Data Scientist
ISO 27001
XCrawlISO 27001
CDPR
XCrawlCDPR
Top-Rated by Users
XCrawlTop-Rated by Users
Leader
XCrawlLeader
Easiest To Use
XCrawlEasiest To Use
Best Value Award
XCrawlBest Value Award

Frequently asked questions

Everything you need to know about XCrawl.

How does the Error Messages Deduplication Scraper API architecture work?
Our API uses distributed crawlers to fetch error logs, applies ML-based deduplication on scrape error and web crawler error data, then returns structured JSON via REST endpoints.
What factors determine the pricing model?
Pricing scales based on API calls, data volume processed, deduplication complexity, and concurrent scraper instances—no hidden fees.
What is the data coverage and any limitations?
Comprehensive coverage for common crawl errors and message formats; limitations include site-specific anti-scraping measures and rate limits on public endpoints.
Is the service legal and compliant?
We scrape only publicly available data, adhering to robots.txt and terms of service—always ensure your usage respects platform policies.
What integration support is available?
Full docs, SDKs for Python/Node.js, code samples, and 24/7 support for REST API integration, plus dashboard for no-code setups.

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