Job Posting Data API

The Job Posting Data API by People Data Labs provides structured, validated job posting data scraped directly from company career pages across hundreds of websites globally.

Reviewed by 7wData
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The Job Posting Data API by People Data Labs provides structured, validated job posting data scraped directly from company career pages across hundreds of websites globally. It is designed for HR tech platforms, investment research firms, and sales & marketing teams that need to analyze hiring trends, map talent demand, or uncover organizational insights. The API delivers 28.8 million job postings and 54,000+ company listings, refreshed daily to ensure data recency. Unlike generic job boards, it focuses on raw data access via API, making it ideal for developers building custom recruiting analytics or competitive intelligence tools. The data is particularly useful for tracking strategic hires at target companies or identifying technographic shifts in specific industries.

Key capabilities include expressive search criteria powered by Elasticsearch, enabling complex queries across job titles, skills, locations, and posting dates. The API returns results quickly, with data rebuilt daily from direct sources rather than aggregated feeds. This allows users to detect emerging roles like AI engineers or climate specialists before they appear on mainstream platforms. The dataset includes granular details such as required qualifications, salary ranges (where disclosed), and internal department structures inferred from job families. Use cases range from competitive recruiting analysis to investment signals—for example, a surge in blockchain developer postings may indicate a company's pivot to Web3.

Compared to competitors like Coresignal and Bright Data, People Data Labs offers deeper historical job posting data but lags in real-time updates for person and company records. Coresignal provides fresher employee profiles and broader company coverage, while Bright Data specializes in large-scale web scraping with more customization. People Data Labs stands out for its developer-friendly API design and daily refreshes of job postings, but lacks CRM integrations or intent signals found in sales-focused platforms. Its Elasticsearch backend enables advanced filtering unmatched by simpler job board APIs.

The trade-offs include monthly updates for person and company records, making some enrichment data stale for sales outreach. The API requires technical expertise to implement, with no native CRM connectors or visualization tools. While job posting coverage is extensive, beta limitations apply to certain industries or regions. Pricing is opaque, quoted per use case rather than transparent tiers, which can complicate budgeting for startups. For teams needing raw job data without middleware, it’s a powerful option, but those wanting plug-and-play recruiting analytics may find the DIY approach burdensome.

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How it works

  1. Global job posting coverage

    Scrapes 28.8 million job postings from hundreds of company career pages worldwide, including 54,000+ company listings.

  2. Daily data refreshes

    Rebuilds the entire dataset daily from source sites, ensuring postings reflect current hiring activity.

  3. Elasticsearch backend

    Enables sub-second query responses and supports complex search criteria like skills, titles, and locations.

  4. Structured data outputs

    Delivers normalized JSON with fields for job requirements, departments, and inferred salary ranges.

  5. Competitive recruiting insights

    Maps talent demand by tracking role concentrations at specific companies or industries.

  6. Investment research signals

    Identifies strategic hires (e.g., sudden AI team growth) as proxies for business direction.

  7. Technographic analysis

    Reveals organizational tech stacks through required skills in job descriptions.

Strengths and trade-offs

Strengths

  • Covers 28.8 million job postings with daily updates, offering fresher data than monthly-updated competitors.
  • Supports Elasticsearch queries for filtering by 20+ criteria including skills, seniority, and posting dates.
  • Provides 54,000+ company listings for cross-referencing hiring trends with firmographic data.
  • Developer-friendly API documentation includes Python and cURL examples for rapid integration.

Trade-offs

  • Person and company record updates are monthly, making enrichment data stale for sales teams.
  • No native CRM integrations require custom middleware for Salesforce or HubSpot synchronization.
  • Beta limitations restrict full job posting access in niche industries like maritime or agriculture.
  • Pricing lacks transparent tiers, requiring custom quotes that complicate cost forecasting.

Pricing context

Custom pricing based on use case; no public tiers. Enterprise contracts typically include volume-based API call limits.

Getting started with Job Posting Data API

  1. Request API access

    Contact People Data Labs sales team to discuss your use case and request API access. Provide details about your project scope and expected data volume.

  2. Review API documentation

    Study the API documentation to understand authentication methods, endpoints, and query parameters. Note the Elasticsearch syntax for complex searches.

  3. Set up authentication

    Obtain your API key from the dashboard. Configure it in your development environment using the provided Python or cURL examples.

  4. Build test queries

    Start with basic job search queries by title or location. Gradually add filters like skills, posting dates, or company names to refine results.

  5. Schedule data refreshes

    Implement automated API calls to pull daily updates based on your search criteria. Store results in your database for analysis.

Frequently Asked Questions

What is the Job Posting Data API?

The Job Posting Data API by People Data Labs provides structured, validated job posting data scraped from company career pages globally. It offers 28.8 million job postings and 54,000+ company listings, refreshed daily. Ideal for HR tech, investment research, and sales teams analyzing hiring trends or talent demand.

How can businesses use job posting data?

Businesses use job posting data to analyze hiring trends, map talent demand, and uncover organizational insights. Applications include competitive recruiting analysis, tracking strategic hires, and identifying technographic shifts. Investment firms may detect business pivots, like a surge in blockchain roles signaling a move to Web3.

How does the Job Posting Data API compare to competitors?

Compared to Coresignal and Bright Data, People Data Labs offers deeper historical job posting data but lags in real-time person and company updates. It excels in developer-friendly API design and daily job posting refreshes, while competitors provide fresher employee profiles or more customization in web scraping.

What are the strengths of the Job Posting Data API?

Strengths include 28.8 million job postings with daily updates, Elasticsearch backend for complex queries, and 54,000+ company listings. The API supports filtering by skills, seniority, and locations, making it ideal for developers building custom recruiting analytics or competitive intelligence tools.

What are the limitations of the Job Posting Data API?

Limitations include monthly updates for person and company records, no native CRM integrations, and beta restrictions in niche industries. Pricing is custom-quoted, lacking transparent tiers, which may complicate budgeting. Technical expertise is required for implementation without plug-and-play tools.

How much does the Job Posting Data API cost?

Pricing is custom-based on use case, with no public tiers. Enterprise contracts typically include volume-based API call limits. Costs are quoted per project, which may require direct negotiation, making it less straightforward for startups or teams needing predictable budgeting.

Alternatives

How Job Posting Data API compares

Direct head-to-head against 2 competitors. Picked by 7wData.

This tool

Job Posting Data API

Pricing
Custom pricing based on use case; no public tiers. Enterprise contracts typically include volume-based API call limits.
Target
The Job Posting Data API by People Data Labs provides structured, validated job posting data scraped directly from company career pages across hundreds of websites
Strength
Covers 28.8 million job postings with daily updates, offering fresher data than monthly-updated competitors.
Watch for
Person and company record updates are monthly, making enrichment data stale for sales teams.

Coresignal

Pricing
Custom/Contact sales
Target
HR, sales, investors needing hiring signals
Deployment
API, cloud storage
Strength
468M+ job postings with multi-source aggregation
Watch for
Batch updates limit real-time freshness

Crustdata

Pricing
Custom/Contact sales
Target
Investors tracking hiring as growth signal
Deployment
API, webhooks
Strength
Live crawling for instant job change alerts
Watch for
Smaller dataset vs. established providers

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Sources

Reporting on this tool draws on these publicly available sources.

  1. www.peopledatalabs.com
  2. www.peopledatalabs.com
  3. www.peopledatalabs.com
  4. www.peopledatalabs.com