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Ethan Walker

I help teams turn complex web data workflows into cleaner, faster, and more reliable systems. My focus is on automation, browser infrastructure, and practical growth operations.

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Separate Pending Tasks from Empty Google Search Results

Separate Pending Tasks from Empty Google Search Results

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7 min read
Add Source Discovery to an AI Research Workflow

Add Source Discovery to an AI Research Workflow

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7 min read
Keep Search Context When Exporting SERP JSON to CSV

Keep Search Context When Exporting SERP JSON to CSV

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7 min read
Model Google SERP Snapshots in SQLite

Model Google SERP Snapshots in SQLite

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8 min read
Validate Google Search API Inputs Before Sending a Request

Validate Google Search API Inputs Before Sending a Request

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10 min read
Build a Google Search API JSON Workflow with Python

Build a Google Search API JSON Workflow with Python

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7 min read
Flatten TikTok Shop Product JSON into Product and SKU Tables

Flatten TikTok Shop Product JSON into Product and SKU Tables

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5 min read
From TikTok Username to Post Metrics: A Python API Workflow

From TikTok Username to Post Metrics: A Python API Workflow

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5 min read
How to Extract AI Chat Conversations at Scale

How to Extract AI Chat Conversations at Scale

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7 min read
How to Scrape Perplexity Answers and Citations

How to Scrape Perplexity Answers and Citations

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6 min read
How Product Teams Analyze Customer Questions Across AI Models

How Product Teams Analyze Customer Questions Across AI Models

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8 min read
How Publishers Track Citations in Perplexity and AI Overviews

How Publishers Track Citations in Perplexity and AI Overviews

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9 min read
How LLMs Choose Citations in AI Answers

How LLMs Choose Citations in AI Answers

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7 min read
Why AI Search Is Changing SEO in 2026

Why AI Search Is Changing SEO in 2026

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7 min read
What Is AI Answer Monitoring?

What Is AI Answer Monitoring?

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6 min read
What Is a ChatGPT Scraper API?

What Is a ChatGPT Scraper API?

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6 min read
Best Alternatives to Manual AI Answer Tracking in 2026

Best Alternatives to Manual AI Answer Tracking in 2026

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6 min read
Perplexity Scraper vs Google AI Overview Scraper: Key Differences

Perplexity Scraper vs Google AI Overview Scraper: Key Differences

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6 min read
Best Perplexity Scraper APIs in 2026: Scrapeless Wins

Best Perplexity Scraper APIs in 2026: Scrapeless Wins

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7 min read
Best LLM Citation Tracking Tools in 2026: Scrapeless

Best LLM Citation Tracking Tools in 2026: Scrapeless

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7 min read
Best ChatGPT Scraper APIs in 2026

Best ChatGPT Scraper APIs in 2026

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7 min read
Cheapest Residential Proxy Providers in 2026: Price-Per-GB Comparison

Cheapest Residential Proxy Providers in 2026: Price-Per-GB Comparison

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7 min read
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