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Erika S. Adkins

Writing about web scraping, monitoring, data reliability, and things that usually fail quietly in production.

Joined Joined on 
Hardcoded Selectors vs. AI Prompts: A Resilience Benchmark on Etsy

Hardcoded Selectors vs. AI Prompts: A Resilience Benchmark on Etsy

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5 min read
Data Quality at Scale: Validating JSONL Output with Pydantic

Data Quality at Scale: Validating JSONL Output with Pydantic

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4 min read
High-Frequency eBay Scraping: Sync Prices and Stock Without Getting Banned

High-Frequency eBay Scraping: Sync Prices and Stock Without Getting Banned

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5 min read
Visualizing eBay Competitor Pricing: From Raw JSONL to Price Trend Dashboard

Visualizing eBay Competitor Pricing: From Raw JSONL to Price Trend Dashboard

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4 min read
Smart Scheduling: How to Optimize Competitor Price Scraping to Reduce Costs

Smart Scheduling: How to Optimize Competitor Price Scraping to Reduce Costs

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5 min read
Find Market Gaps: Mining Competitor Reviews to Uncover Product Weaknesses

Find Market Gaps: Mining Competitor Reviews to Uncover Product Weaknesses

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5 min read
How to Build a Custom SERP Scraper for Share-of-Voice Analysis using Playwright

How to Build a Custom SERP Scraper for Share-of-Voice Analysis using Playwright

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5 min read
Stop Writing Selectors: How I Vibe Coded a Production AppSumo Scraper

Stop Writing Selectors: How I Vibe Coded a Production AppSumo Scraper

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4 min read
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