--- title: "Where to get job posting data in 2026: 7 sources compared" description: "Scrapers, ATS APIs, aggregator wrappers, and bulk-data vendors all sell job postings data - at wildly different price, freshness, and coverage. A buyer's-eye comparison of the seven options, and how t" canonical: https://jobspipe.dev/blog/where-to-get-job-posting-data --- [NewSearch millions of jobs from your AI agent with MCP→](/blog/jobspipe-mcp-server) [All posts](/blog) ![](/listly/card-field.png) ComparisonSources Comparison·Jun 27, 2026·8 min read # Where to get job posting data in 2026: 7 sources compared Scrapers, ATS APIs, aggregator wrappers, and bulk-data vendors all sell job postings data - at wildly different price, freshness, and coverage. A buyer's-eye comparison of the seven options, and how to pick. ![Dvir Atias](/authors/dvir-atias.jpg) Dvir Atias Founder, JobsPipe “Where do I get **job postings data**?” has more answers than it should, because the people selling it are selling very different things. A scraper, an ATS API, a RapidAPI wrapper, and a six-figure bulk-data contract will all hand you job listings - at wildly different price, freshness, coverage, and effort. Here are the seven realistic ways to get job posting data in 2026, what each is actually good at, and how to pick without overpaying or under-covering. ## 1\. Scrape it yourself Maximum control, maximum maintenance. Free in compute, expensive in engineering time once you hit JS-rendered, bot-managed boards. Right when you need one or two known sources and nothing else; wrong as a way to cover the market. The full math is in our [job scraper build-vs-buy guide](/blog/job-scraper-build-vs-buy). ## 2\. Official ATS APIs Greenhouse, Lever, Ashby, and friends each expose a public job-board endpoint. The data is clean and first-party - but every ATS has a different schema, and there is no directory of which company uses which, so you are integrating and discovering N vendors at once. Great for a single known employer; painful as an aggregation strategy. ## 3\. Aggregator wrappers (RapidAPI) Products like JSearch resell a handful of sources through a single RapidAPI endpoint. Fast to start, but coverage is thin (4-5 sources), the RapidAPI markup adds cost, and you inherit a wrapper-of-a-wrapper’s freshness. See our [JSearch comparison](/alternatives/jsearch). ## 4\. Bulk-data vendors Coresignal and People Data Labs sell large historical datasets, often via Parquet/CSV export and warehouse integrations. Excellent historical depth, built for enterprise procurement, and priced for it - four figures a month and up, with a sales cycle attached. Right for ML training corpora and longitudinal research; heavy for a live product. Compare [Coresignal](/alternatives/coresignal), [People Data Labs](/alternatives/people-data-labs), and [Revelio Labs](/alternatives/revelio-labs). ## 5\. Hiring-intent / signal vendors PredictLeads and TheirStack treat job postings as a buying signal - who is hiring for what tells you which accounts are growing a team or adopting a technology. Strong for go-to-market use cases, but they are packaged for sales intelligence, not as a clean developer feed of every posting. Compare [PredictLeads](/alternatives/predictleads) and [TheirStack](/alternatives/theirstack). ## 6\. Government and open feeds USAJobs (US federal) and France Travail (France) publish real, free, first-party feeds. Authoritative for their slice, but narrow - public sector or single-country - so they complement a broader source rather than replace one. ## 7\. A unified jobs API One endpoint that has already done the scraping, discovery, normalization, and dedup across 30+ sources, and returns a single JSON schema. This is the category JobsPipe sits in: self-serve, real-time, free to start. It trades the bulk vendors’ multi-year history for live freshness and a 30-second onboarding. ## How to pick | If you need... | Best fit | | --- | --- | | One known employer | That ATS's own API | | The whole market, live, self-serve | A unified jobs API | | Years of history for ML / research | A bulk-data vendor | | Job postings as a sales signal | A hiring-intent vendor | | A quick prototype, few sources | An aggregator wrapper | | Public-sector roles only | Government feeds | The deciding axes are almost always the same three: how fresh the data must be, how much of the market you need to cover, and how much engineering you want to own. Bulk vendors win on history, scrapers win on control, and a unified API wins when you want broad, live coverage without running the pipeline yourself. ## Related research - [The best jobs API in 2026: a buyer’s comparison](/blog/best-jobs-api-2026) - [Job scraper: the build-vs-buy guide for 2026](/blog/job-scraper-build-vs-buy) - [Job posting API: one endpoint for every job on the web](/blog/job-posting-api) Get job posting data from 30+ sources - one API, free to start. ![](/listly/shape-heart.png) FAQs ## Frequently Asked Questions ### Where can I get job postings data in 2026? There are seven realistic sources: scraping it yourself, official ATS APIs, aggregator wrappers on RapidAPI, bulk-data vendors, hiring-intent vendors, government and open feeds, and a unified jobs API. They all hand you job listings at wildly different price, freshness, coverage, and effort. The deciding axes are almost always the same three: how fresh the data must be, how much of the market you need to cover, and how much engineering you want to own. ### What is the best source of job posting data for a live product? A unified jobs API is the best fit when you need the whole market, live and self-serve. It has already done the scraping, discovery, normalization, and dedup across 30+ sources and returns a single JSON schema. It trades the bulk vendors' multi-year history for live freshness and a 30-second onboarding. If you only need one known employer, that ATS's own API is the better fit. ### How much do bulk job data vendors cost? Bulk-data vendors such as Coresignal and People Data Labs are priced at four figures a month and up, with a sales cycle attached. They sell large historical datasets, often via Parquet or CSV export and warehouse integrations, and are built for enterprise procurement. That makes them right for ML training corpora and longitudinal research, and heavy for a live product that mainly needs current postings. [ ← Previous How to scrape LinkedIn jobs in Python (and the API that replaces it) ](/blog/linkedin-job-scraper-python)[ Next → Job title hierarchy: levels and seniority, explained (2026) ](/blog/job-title-hierarchy) --- Canonical URL: https://jobspipe.dev/blog/where-to-get-job-posting-data Title: Where to get job posting data in 2026: 7 sources compared Description: Scrapers, ATS APIs, aggregator wrappers, and bulk-data vendors all sell job postings data - at wildly different price, freshness, and coverage. A buyer's-eye comparison of the seven options, and how to pick. --- AI agents: the full machine-readable index of this site is https://jobspipe.dev/llms.txt?src=md-twin - API quickstart, no-key sandbox (POST https://api.jobspipe.dev/v1/sandbox/jobs/search), MCP server, pricing. Free key: https://jobspipe.dev/signup