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Half the ATS job boards you find by guessing belong to a different company

Dodo DataSep 23, 2026 • 6 min read

Half the ATS job boards you find by guessing belong to a different company

If you are building anything on job data, sooner or later you want a map from company name to job...

#webscraping#api#python#jobs

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Ambiguous submission outcomes should never be retried

Trent WadeSep 23, 2026 • 4 min read

Ambiguous submission outcomes should never be retried

Every retry policy you have ever configured treats a failed operation the same way: back off, try...

#automation#ai#opensource#jobs

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What happens when an AI doesn't know the answer?

Trent WadeSep 23, 2026 • 4 min read

What happens when an AI doesn't know the answer?

The most dangerous moment in an automated pipeline is not when the AI gets an answer wrong. It is th...

#opensource#automation#ai#jobs

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Scraping Workday career sites without a browser, and the 2,000-job ceiling

Dodo DataSep 21, 2026 • 3 min read

Scraping Workday career sites without a browser, and the 2,000-job ceiling

Greenhouse, Lever, Ashby and half a dozen other applicant-tracking systems publish a job feed you ca...

#webscraping#api#jobs#typescript

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What Employers in the Netherlands Actually Ask For, Skill by Skill

Vladimir StepanenkoSep 19, 2026 • 3 min read

What Employers in the Netherlands Actually Ask For, Skill by Skill

A look at NewLuxJob's own job postings in the Netherlands, role by role, showing which skills appear...

#career#jobs#europe#remote

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Every open job at 500 companies, as JSON, without scraping a single job board

Dodo DataSep 18, 2026 • 3 min read

Every open job at 500 companies, as JSON, without scraping a single job board

Most "job data" projects start by scraping LinkedIn or Indeed, and most of them die there: captchas,...

#webscraping#api#jobs#typescript

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What Swedish Employers Actually Ask For: Skill by Skill, From Real Job Ads

Vladimir StepanenkoSep 23, 2026 • 3 min read

What Swedish Employers Actually Ask For: Skill by Skill, From Real Job Ads

A look at the specific skills showing up most often in live Swedish job postings, from accounting to...

#career#jobs#europe#remote

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New Apify Actor: Mustakbil Jobs Scraper — Pakistan Jobs API ($1.20/1k)

UMAR ARSHADSep 24, 2026 • 1 min read

New Apify Actor: Mustakbil Jobs Scraper — Pakistan Jobs API ($1.20/1k)

Mustakbil Jobs Scraper is live on Apify Store Looking for a Mustakbil.com / Pakistan jobs...

#apify#webscraping#pakistan#jobs

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5,966 job posts: who actually publishes pay, and who only looks like they don't

Dodo DataSep 21, 2026 • 5 min read

5,966 job posts: who actually publishes pay, and who only looks like they don't

Every applicant-tracking system has a structured pay field. Greenhouse calls it pay_input_ranges,...

#webscraping#api#jobs#data

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How to build a multi job board scraper feed in one Python call

Zakaria BlefkihSep 21, 2026 • 5 min read

How to build a multi job board scraper feed in one Python call

If you have ever tried to assemble a jobs dataset by hand, you know the shape of the problem....

#webscraping#python#jobs#api

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What Employers Want From Accountant Auditors: A Country-by-Country Skills Breakdown

Vladimir StepanenkoSep 24, 2026 • 3 min read

What Employers Want From Accountant Auditors: A Country-by-Country Skills Breakdown

An analysis of Accountant Auditor job postings on NewLuxJob across eleven European countries shows h...

#career#jobs#europe#remote

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What Employers in Italy Actually Ask For, Skill by Skill

Vladimir StepanenkoSep 20, 2026 • 3 min read

What Employers in Italy Actually Ask For, Skill by Skill

A look at what Italian employers request in their own job postings, broken down by role, from accoun...

#career#jobs#europe#remote

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What Employers in Poland Actually Ask For, Skill by Skill

Vladimir StepanenkoSep 22, 2026 • 3 min read

What Employers in Poland Actually Ask For, Skill by Skill

A look at NewLuxJob's own Poland job postings shows which skills employers list most often, role by ...

#career#jobs#europe#remote

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What Jobs in the Netherlands Actually Pay, Role by Role

Vladimir StepanenkoSep 21, 2026 • 3 min read

What Jobs in the Netherlands Actually Pay, Role by Role

Using salary figures advertised across thousands of job postings on NewLuxJob, here is what employer...

#career#jobs#europe#remote

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