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When “It Works” Isn’t Enough — Why Production Scraping Fails and How We Can Do Better

When “It Works” Isn’t Enough — Why Production Scraping Fails and How We Can Do Better

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3 min read
Debugging a “Healthy” Scraper: When the Bug Was the IP Layer

Debugging a “Healthy” Scraper: When the Bug Was the IP Layer

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2 min read
Why Data Quality Issues Often Start at the IP Layer

Why Data Quality Issues Often Start at the IP Layer

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3 min read
Engineering for Trust: Designing Proxy-Based Data Pipelines That Don’t Break (or Backfire)

Engineering for Trust: Designing Proxy-Based Data Pipelines That Don’t Break (or Backfire)

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3 min read
Reliable Scraping Is About Context, Not Access

Reliable Scraping Is About Context, Not Access

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2 min read
Why Your Scraper Worked in Testing but Dies in Production (and What Really Changes)

Why Your Scraper Worked in Testing but Dies in Production (and What Really Changes)

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3 min read
When More Rotation Becomes a Red Flag: Why “Rotate Faster” Backfires in Real-World Scraping

When More Rotation Becomes a Red Flag: Why “Rotate Faster” Backfires in Real-World Scraping

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3 min read
Faster Isn’t Safer: Why Over-Rotating IPs Trips Anti-Bot Systems

Faster Isn’t Safer: Why Over-Rotating IPs Trips Anti-Bot Systems

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2 min read
Blocking Is a Spectrum, Not an Error Code

Blocking Is a Spectrum, Not an Error Code

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2 min read
My Scraper Didn’t Fail Because of Code — It Failed Because of Traffic

My Scraper Didn’t Fail Because of Code — It Failed Because of Traffic

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2 min read
403 Isn’t a Failure — It’s Your First Debugging Clue

403 Isn’t a Failure — It’s Your First Debugging Clue

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2 min read
From One Script to a System: Lessons I Wish I Knew Before Scaling My First Crawler

From One Script to a System: Lessons I Wish I Knew Before Scaling My First Crawler

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2 min read
Parsing Pages vs Observing the Web: The Real Gap in Modern Web Scraping

Parsing Pages vs Observing the Web: The Real Gap in Modern Web Scraping

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2 min read
It Worked on My Laptop: Why Scrapers Collapse in Production (and What Actually Breaks)

It Worked on My Laptop: Why Scrapers Collapse in Production (and What Actually Breaks)

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3 min read
Beyond CAPTCHAs: What Websites Really Measure When Detecting Automation

Beyond CAPTCHAs: What Websites Really Measure When Detecting Automation

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3 min read
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