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A finished scraper sat on a git branch for 19 days. Nothing noticed.

A finished scraper sat on a git branch for 19 days. Nothing noticed.

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5 min read
Designing AI agents that can use live web data

Designing AI agents that can use live web data

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4 min read
I pulled the full ingredient lists of Olive Young's top 100 serums. 71 of them contain niacinamide.

I pulled the full ingredient lists of Olive Young's top 100 serums. 71 of them contain niacinamide.

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4 min read
Reverse-Engineering Glassdoor Estimated Job Posting Dates in Python

Reverse-Engineering Glassdoor Estimated Job Posting Dates in Python

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2 min read
Three Playwright/Apify bugs that took me way too long to find (and the fixes)

Three Playwright/Apify bugs that took me way too long to find (and the fixes)

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4 min read
Scraping 150k+ Instagram followers reliably: batching, resume-on-error, and enrichment

Scraping 150k+ Instagram followers reliably: batching, resume-on-error, and enrichment

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2 min read
Tennis, football and basketball results as clean JSON, without a sports data contract

Tennis, football and basketball results as clean JSON, without a sports data contract

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4 min read
How to find every Shopify store in a list of 10,000 domains

How to find every Shopify store in a list of 10,000 domains

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3 min read
Tracking which companies are hiring (Greenhouse, Lever, Ashby, Workday) as a sales signal with Python

Tracking which companies are hiring (Greenhouse, Lever, Ashby, Workday) as a sales signal with Python

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9 min read
Remote Job Aggregators on Apify Compared (September 2026)

Remote Job Aggregators on Apify Compared (September 2026)

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6 min read
"A Raw JSON Textarea Was Quietly Costing Me Users"

"A Raw JSON Textarea Was Quietly Costing Me Users"

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2 min read
How I scrape any website in under 5 minutes (Python + Playwright)

How I scrape any website in under 5 minutes (Python + Playwright)

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4 min read
How to find AliExpress best sellers for a keyword, with sold counts and ratings

How to find AliExpress best sellers for a keyword, with sold counts and ratings

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8 min read
pytrends keeps returning 429? Get Google Trends data from Python with one API call

pytrends keeps returning 429? Get Google Trends data from Python with one API call

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5 min read
Headless browsers vs. SERP APIs: Why your Playwright scraper fails in production

Headless browsers vs. SERP APIs: Why your Playwright scraper fails in production

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15 min read
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