apify-jobs-data - Extract and analyze clean job-posting data
Scrape job postings from 20+ boards, remove duplicates and ghost jobs, normalize fields, then analyze, export, or rank postings against a résumé.
Tags
Updated: 2026-10-03Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Scrape job postings
- Deduplicate across boards
- Remove ghost jobs
- Normalize posting fields
- Analyze hiring demand
- Analyze salary coverage
- Export structured datasets
- Rank postings by résumé
Inputs
- Role keywords
- Job location
- Board selection
- Result cap
- Recency window
- Job filters
- Résumé or skill list
Outputs
- Clean normalized job rows
- Hiring demand analysis
- In-demand skills analysis
- Coverage-labeled salary distribution
- CSV export
- JSON export
- Apify dataset ID
- Résumé-fit rankings
- ATS keyword gaps
- Apply-ready briefs
Requirements
- Apify MCP server or CLI
- Apify authentication
- Apify actor access
- Apify CLI 1.5.0+ for CLI path