Job Market Scraping

Job Market Scraping

Routing skill for getting jobs, salaries, company ratings, and candidate/profile data off the web.

The realistic approach: most job boards publish their listings on public, indexable pages — that's the data you want, and it's the data these scrapers target. A few sites guard listings behind anti-bot (LinkedIn and Indeed both run aggressive challenges; Glassdoor, Monster, ZipRecruiter, Upwork, and Wellfound use DataDome/Cloudflare Turnstile). You do not need to log in for any of it. The fields that matter across a job feed are consistent: title, company, location, salary (or estimate), skills/tags, posted date, description, and the apply URL. For salary benchmarking add company ratings (Glassdoor, AmbitionBox); for sourcing you want public profiles, not listings.

Ready-made scrapers

Don't fight Cloudflare/DataDome yourself — these are maintained and billed pay-per-result.

Which to reach for:

• Building a job aggregator → pull from Google Jobs (it already aggregates 20+ boards) plus the boards that matter for your region (Naukri/India, Reed/UK, Adzuna/19 countries).
• Salary benchmarking → Glassdoor and AmbitionBox carry salary estimates + ratings; LinkedIn Jobs and Naukri return parsed salary on listings.
• Recruiting / sourcing candidates → LinkedIn Candidate Finder (by role/skills/location) and LinkedIn Company Employees (rosters), enriched with LinkedIn Profiles.
• ATS / market feeds → the per-board scrapers above, scheduled, normalized on the common fields.

Run one

curl -X POST "https://api.apify.com/v2/acts/thirdwatch~linkedin-jobs-scraper/run-sync-get-dataset-items?token=YOUR_APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{"queries": ["data engineer"], "location": "London", "maxResults": 50}'

This blocks until the run finishes and returns the dataset rows as JSON. Get a free token at console.apify.com. Exact input fields are on each actor's Store page.

Build your own

If no scraper above fits (a niche or regional board, a custom ATS), start with web-scraping-playbook for the build-vs-buy decision and the cheapest data source, anti-bot-scraping if the board blocks you, and apify-actor-builder to package it as a deployable, monetizable scraper.

Compliance

These target public job listings and profiles. Job data routinely contains personal data — handle it under GDPR, CCPA, and India DPDP, and never use scraped profiles for unlawful screening, discrimination, or unsolicited spam.

Maintained by Thirdwatch. 70+ ready-made scrapers on the Apify Store.