Top 7 Job Posting Data Provider of 2025: Complete Comparison

In this article, you will find out:

• What a jobs data provider is and why and when having access to jobs data is important.
• The key factors to consider when evaluating these types of data vendors.
• The top job listings data providers of the year.
• A summary table comparing the best job posting data providers discussed here.

Let’s dive in!

What Is a Jobs Data Provider?

A jobs data provider collects, cleans, deduplicates, and organizes information about job openings and the labor market from many data sources. These include LinkedIn, Indeed, Glassdoor, and company career pages.

Jobs data usually features job titles, company names, locations, required skills, requested seniority, salary ranges, and more. Having access to it can benefit a range of professionals:

• HR teams and recruiters can benchmark salaries, refine hiring strategies, and improve workforce planning.
• Job seekers can identify opportunities faster, understand in-demand skills, and negotiate salaries with better insights.
• Investors and economists can track real-time labor demand and hiring trends, using it as a leading economic indicator.
• Businesses can monitor competitors’ hiring activity, uncover talent gaps, and gain market insights.

What is certain is that timely job data provides a strategic advantage and supports sharper decision-making.

Main Factors to Keep in Mind When Selecting Jobs Data Vendor

These are the key aspects to evaluate when comparing the top job listings data providers:

• Features: The scope of tools, services, and capabilities the vendor offers.
• Sources: The websites, platforms, or other origins from which the data is gathered.
• Data volume: The total number of job listings included in the provider’s datasets.
• Freshness: How often the data is updated, and whether the provider supports scraping options to help you capture the latest postings.
• Data formats: The file types available for download, such as CSV, JSON, and others.
• Delivery methods: How the data is made accessible, e.g., via API, AWS integration, or manual download.
• Integrations: Compatibility with other tools, platforms, or workflows.
• AI-readiness: Whether the data is pre-structured and optimized for AI and machine learning models.
• Compliance: Conformance with regulations like GDPR, CCPA, and other data privacy laws.
• Free samples: Availability of trial or demo datasets to assess data quality before purchase.
• Pricing: The provider’s cost structure and pricing plans.

Top 7 Jobs Listings Data Providers

Explore the best job posting data providers, carefully selected and ranked based on the criteria outlined above.

1. Bright Data

Bright Data is the leading data and business intelligence provider. That is because of its wide portfolio of products and services, which includes web scraping and data collection solutions, as well as an extensive dataset marketplace.

For retrieving jobs data, Bright Data offers two main options:

• Pre-built jobs datasets: Ready-made collections sourced from major job portals, available in standardized formats such as JSON, CSV, and more for easy use.
• Custom datasets: Fully tailored to your requirements, guaranteeing maximum flexibility and virtually limitless possibilities for specific use cases.

Specifically, the main pre-built job posting datasets available on Bright Data include:

• LinkedIn job listings: Features job titles, companies, locations, and application details. Supports recruitment strategies, talent insights, and job market research. Contains over 40M entries.
• LinkedIn profiles jobs listings: Links user profiles with job listings to show opportunities matching skills and experience. Helps assess career paths and hiring trends. Contains 70M+ entries.
• Glassdoor job listings: Covers job postings, company ratings, and employee reviews. Useful for market analysis, culture assessment, and recruitment insights. Contains over 86M entries.
• Indeed job listings: Provides data on job trends, hiring patterns, and skill demands. Ideal for competitive analysis and monitoring industry shifts. Contains over 42M entries.

You can download these datasets for local use, store them in the cloud, or connect them directly to your existing data pipelines. With Bright Data’s Web Scraper APIs, you also have the option to retrieve fresh job listings directly from public platforms like LinkedIn, Indeed, Glassdoor, and others.

In addition to data access, the company enables advanced scenarios such as developing autonomous AI agents that leverage live jobs data—either through direct integration with AI frameworks or via the Web MCP server.

Bright Data is backed by an award-winning customer support and strict adherence to security, privacy, and ethical data standards. All in all, that is why it is the top job posting data providers currently available.

Features:

• Over 240 million job records with extensive historical coverage
• Multiple data scraping solutions for fresh job data collection to build your own jobs data retrieval system
• Verified, accurate, and clean datasets ready for immediate use
• Ethically sourced and fully compliant with global data protection laws
• Sample datasets available in JSON or CSV formats for evaluation
• Flexible delivery via Snowflake, S3, Google Cloud, Azure, and other platforms
• Easy integration with Python, Node.js, cURL, PHP, and Go snippets
• Automated pipelines for timely data processing and delivery
• Schedule custom workflows for automated dataset updates and transfers
• Pay-as-you-go pricing based on the number of records consumed
• Download data one-time, monthly, quarterly, or biannually as needed
• Optional compression for efficient storage and faster transfers
• Enrichment, customization, and formatting services for tailored datasets
• No-code job scraping options for rapid deployment and ease of use
• MCP server for integration with AI agent frameworks and technologies
• 24/7 support from a dedicated team of over 80 data professionals

Sources: LinkedIn, Glassdoor, Indeed, and others

Data volume:

• 70M+ recent LinkedIn profiles jobs listings
• 41M+ recent LinkedIn job listings information
• 40M+ recent Indeed job listings information
• 86M+ Glassdoor job listings information
• Additional datasets from other sources

Freshness:

• One-time, biannual, quarterly, and monthly download options available
• Ability to update jobs data regularly using dedicated scraping solutions such as LinkedIn Jobs Scraper, Indeed Jobs Scraper, Glassdoor Jobs Scraper, and others

Data formats: JSON, CSV, JSON Lines, NDJSON, Parquet

Delivery methods: APIs, AWS S3, Snowflake, Google Cloud, SFTP, webhooks, and more

Integrations: Zapier, n8n, Make, CrewAI, LlamaIndex, LangChain, and 70+ others

AI-readiness: Yes, as each dataset is AI/LLM-optimized and comes with code snippets and recipes for simplified LLM or chatbot integration

Compliance: GDPR, CCPA, and other major privacy regulations

Free samples: Yes, via free demo data samples in JSON or CSV

Pricing: Starting at $2.50 per 1k records

2. Revelio Labs

Revelio Labs is a workforce intelligence company that sells data on labor market dynamics. Specifically, it collects job data from public job postings on company websites, major job boards, and staffing firms. This aggregated data, called COSMOS, is deduplicated and can be used to track hiring and attrition rates, analyze labor demand, and monitor salary trends for new hires.

Features:

• Extensive workforce data from 6.6M companies
• Deduplicated, parsed, and enriched datasets
• Dashboards to discover trends and gain insights
• Support talent acquisition via workforce analytics
• Customize analysis and reports for strategic decision-making

Sources: Unspecified, but includes over 440,000 company websites as sources

Data volume: 4.1B current and historic job postings

Freshness: Daily updates

Data formats: Unspecified

Delivery methods: Data feeds, API, dashboards and reports

Integrations: SourceWhale

AI-readiness: Unspecified

Compliance: GDPR

Free samples: Yes, via a single sample + free trial available

Pricing: Undisclosed, as you need to contact sales for details

3. LinkUp

LinkUp features job market data that includes millions of job openings, along with dedicated reports and dashboards. In detail, its services cover raw datasets, custom feeds, and market reports designed to help forecast labor demand and monitor competitor activity. All that job posting data is sourced directly from employer websites and supports a variety of use cases.

Features:

• Dataset of over 315 million job postings since 2007, with coverage from 195 countries
• Includes detailed job and company attributes for thorough analysis
• RAW service for datasets from job openings on company and third-party sites
• Custom feeds updated daily, delivered in your preferred format
• Market reports provide insights at macro, geographic, company, and industry levels
• Compass solution to visualize 315M+ job listings for analysis without coding or spreadsheets
• Supports multiple industries, such as capital markets, corporations, HCM, academia, and others

Sources: Unspecified, but mentions data retrieval from employer websites worldwide

Data volume: 315M+ jobs indexed

Freshness: Daily updates

Data formats: CSV, JSON, XML, Excel, Parquet, reports

Delivery methods: Google Cloud, Snowflake, AWS, Azure, FTP

Integrations: Google Cloud Analytics Hub

AI-readiness: Unspecified

Compliance: Unspecified

Free samples: Yes, via the possibility to request a data sample or demo

Pricing: Undisclosed

4. Oxylabs

Oxylabs is mainly known as a premium proxy provider. Still, it also operates as a web scraping solution and offers dedicated jobs data services, including both standard and custom datasets. For data retrieval scenarios, the company has a Jobs Web Scraper API that automates the collection of public job postings from sources such as job boards.

Features:

• Datasets with clean and structured job postings from multiple sources
• Fields include title, company, salary, industry, and location
• Select delivery frequency from daily to one-time or custom schedules
• Options for customized datasets tailored to specific business goals and requirements
• Dedicated Jobs Scraper API to scrape job data from various sources
• Expert support with a dedicated account manager and Slack channel

Sources: Indeed, Glassdoor, StackShare, and others

Data volume: Unspecified

Freshness:

• One-time, monthly, or quarterly updates
• Jobs Scraper API to scrape job data yourself

Data formats: CSV, JSON, XLSX, and more

Delivery methods: AWS S3, Google Cloud Storage, Azure, SFTP, and more

Integrations: Zapier, n8n, and 70+ others

AI-readiness: Unspecified

Compliance: GDPR, CCPA

Free samples: Yes, via a data sample sent by the provider

Pricing:

• Standard Job Posting Datasets: From $1,000/mo
• Custom Datasets: Undisclosed, as you need to contact sales

5. Coresignal

Coresignal equips you with public web data on companies, professionals, and jobs. In particular, its jobs data service gives access to a multi-source job postings dataset with more than 399 million records. That data is available via API or flat file downloads.

The company aggregates and enriches job listings to ensure they include all the fields you need. These datasets are also optimized for AI model training and can be accessed through MCP integration.

Features:

• 399M+ job listings with deduplicated, multi-source records
• Enriched data with detailed information about hiring companies and recruiters
• Optimized to train AI models and fuel AI workflows
• Support for custom datasets

Sources: Unspecified

Data volume: 399M+ job listings

Freshness: Unspecified, but hundreds of thousands of new jobs are added daily

Data formats: JSON, CSV, Parquet, JSONL

Delivery methods: API, Amazon S3, Google Cloud Storage, other cloud storage, direct download

Integrations: Unspecified

AI-readiness: Yes, the dataset is AI-ready

Compliance: GDPR, CCPA

Free samples: Yes, via a 14-day free trial

Pricing:

• Starter: Starting from $49/mo for 250 Collect, 500 Search credits
• Pro: Starting from $800/mo for 10,000 Collect, 20,000 Search credits
• Premium: Starting from $1,500/mo for 50,000 Collect, 150,000 Search credits
• Datasets: Starting from $1,000

6. Techmap (jobdatafeeds.com)

Techmap powers jobdatafeeds.com, a portal that provides global job posting data. This solution delivers both fresh job data feeds via API and historical datasets dating back to 2020. Its clients use those data services for market intelligence, recruiting, sales prospecting, and backfilling job boards. The platform processes millions of new job postings each month.

Features:

• Job datasets dating back to 2020, with multiple delivery options available
• Daily job data feeds from multiple countries
• Millions of new global job postings each month for insights and analytics
• Connect via API to search, download, and integrate job postings in multiple formats

Sources: Unspecified

Data volume: 384M jobs found since 2020, with ~6.7M new jobs per month

Freshness:

• Unspecified, but mentioned to be updated regularly
• Dedicated scrapers

Data formats: JSON, CSV, Parquet, XML, JSON-LD, ATOM

Delivery methods: API, AWS S3, RSS

Integrations: Unspecified

AI-readiness: Unspecified

Compliance: GDPR, CCPA, CASL

Free samples: Yes, via a free dataset and a free trial for the APIs

Pricing:

• Jobs API/RSS API: $1 per 1000 job postings
• Data Feeds: From $200 to $400 per country and month
• Historic Datasets: From $2400 to $4800 per country

7. People Data Labs

People Data Labs is a B2B data provider specializing in professional and company enrichment data. Recently, it began offering job posting data through data feeds. These listings are sourced directly from employer career pages across more than 60,000 companies. The job posting data service is still limited in features, details, and scalability since it is currently in beta.

Features:

• Job listings sourced directly from employer career pages
• Infrastructure built to scale coverage to millions of companies rapidly
• Includes required skills, technologies, and certifications
• Data updated daily and delivered monthly
• Global coverage across 60,000+ companies

Sources: Unspecified, but includes employer career pages with global coverage

Data volume: Unspecified, though 60k+ companies are referenced

Freshness: Updated daily, delivered monthly

Data formats: JSON

Delivery methods: S3, Google Cloud, Azure, pre-signed URL, SFTP

Integrations: Unspecified

AI-readiness: Yes, optimized for AI and machine learning training

Compliance: GDPR, privacy laws of several US states

Free samples: No

Pricing:

• Full APIs: $98/mo for 350 monthly records
• Bulk Data: Custom pricing

Best Job Posting Data Providers: Comparison Table

Compare the top job listings data providers at a glance using this summary table:

Further reading:

• Best 5 Company Data Providers
• Best B2B Data Vendors & Providers
• Building a LinkedIn Job Hunting AI Assistant with Bright Data
• How to Scrape LinkedIn

Conclusion

In this blog post, you gained valuable insights into the landscape of jobs data providers. We examined the pivotal factors to consider when evaluating these services and used them to select and compare leading job listings dataset providers.

Among them, Bright Data stands out as a top provider of job postings data. That is possible due to its Jobs Datasets, which include hundreds of millions of records from sites like LinkedIn, Indeed, Glassdoor, and others.

Bright Data operates one of the largest, fastest, and most reliable proxy networks in the industry—trusted by Fortune 500 companies and more than 20,000 customers. This network powers ethical web data collection and supports a broad dataset marketplace that extends beyond jobs data, including:

• Employee Datasets: Data from LinkedIn and other professional networks.
• Business Datasets: Data from key sources like CrunchBase, Owler, and others.
• Financial Datasets: Data from Market Watch, Yahoo Finance, Investopedia, and more.
• Social Media Datasets: Data from Instagram, Reddit, Facebook, TikTok, YouTube, and others.
• Ecommerce Datasets: Data from Amazon, Target, Zara, Walmart, Zalando, Asos, and more.
• Real Estate Datasets: Data from websites such as Zillow, MLS, and more.

Create a Bright Data account today to access free dataset samples, request custom datasets, and explore our advanced scraping solutions!