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⚡ AI Lessons

Dev.to · Get Anything
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
Scraping bilingual data: the Arabic/English traps that quietly corrupt your dataset
Most scraping advice assumes one language. Build for a bilingual market and you meet a category of...

Dev.to · Get Anything
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
How to build a hiring intent score that doesn't lie to you
You have a list of companies and their open roles. You want one number per company: how hard is this...

Dev.to · Get Anything
📣 Digital Marketing & Growth
⚡ AI Lesson
1mo ago
The same job is posted on three boards. Here's how to deduplicate job listings properly.
Search any regional job board for a role and you will meet the same position three times, under three...

Dev.to · Get Anything
🔧 Backend Engineering
⚡ AI Lesson
1mo ago
Track new job postings the week they appear, with a scheduled scraper and a diff
One scrape of a careers page tells you what's open. Two scrapes, a week apart, tell you what changed...

Dev.to · Get Anything
📣 Digital Marketing & Growth
⚡ AI Lesson
1mo ago
How to find Dubai jobs before they appear on job boards
There is a gap between the moment a recruiter publishes a job and the moment you see it on LinkedIn....

Dev.to · Get Anything
🔧 Backend Engineering
⚡ AI Lesson
1mo ago
I tested 42 large employers to see which ones you can actually scrape. Only 7 worked.
Before you write a scraper for a company's careers page, ask a cheaper question: is the data even...

Dev.to · Get Anything
🔧 Backend Engineering
⚡ AI Lesson
1mo ago
I scraped 503 jobs from Gulf company career pages. Here's who is actually hiring.
Original data from seven Gulf employers. Abu Dhabi is out-hiring Dubai, 45% of roles are mid-senior, and most Gulf giants can't be scraped at all.

Dev.to · Get Anything
🔧 Backend Engineering
⚡ AI Lesson
1mo ago
How to scrape jobs from any company career page (Greenhouse, Lever, Ashby, Workday)
Every major applicant tracking system has a public JSON API. No Selenium, no proxies, no login. Here are the exact endpoints, with working Python.
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