Job Posting Data
Aggregated job listing data used to track hiring trends and labor market signals.
Job posting datasets aggregate listings from job boards and company career pages to reveal hiring trends, in-demand skills and company growth signals.
Deduplication quality across sources is one of the biggest differentiators between providers in this category.
Typical sources
- Web scraping of job boards and career pages
- Aggregation providers specializing in job data feeds
Common formats
- Structured JSON/CSV with title, location and posting date fields
- Bulk historical archives
Buying tips
- Ask how a provider deduplicates postings across multiple boards
- Check whether salary data is included and how consistently it's populated
- Confirm historical depth if you need trend analysis over time
Compliance notes
- Respect job board and career page terms of service when collecting via scraping
Recommended providers
Bright Data
4.6/5A large web data platform combining proxy networks, scraping infrastructure and ready-made datasets for enterprise data collection.
Oxylabs
4.5/5An enterprise-focused web data platform providing proxy networks, scraper APIs and curated datasets with strong compliance positioning.
Apify
4.4/5A developer-friendly web scraping and automation platform with a large marketplace of ready-made scrapers ('Actors').
Frequently asked questions
Can job posting volume predict company growth?
It can be a useful directional signal when normalized and combined with other data, but shouldn't be relied on in isolation.