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Guide·Jun 24, 2026·7 min read

Job board API: the data layer for the job board you are building

How to power a job board with an API instead of a scraper farm. The data problem behind every job board, the listing and search pages in code, expiry handling, and the apply-out model.

Dvir Atias

Dvir Atias

Founder, JobsPipe

Every job board is a thin UI over a hard data problem. The site is a weekend build; keeping it stocked with fresh, real, de-duplicated listings is the part that sinks most of them. If you are wondering how to build a job board in 2026, the honest answer is: do not start with a scraper farm, start with a job board API as your data layer.

What it actually takes to fill a job board

Empty job boards die. To launch with real inventory and keep it credible, you need four things that have nothing to do with your front end:

  • Discovery. Finding where the jobs live - thousands of ATS tenants and boards, none of which publish a directory.
  • Freshness and expiry. A board full of closed roles is worse than a small one. You have to detect removals, not just additions.
  • Normalization. Salary, location, and employment type arrive in a hundred different phrasings and must become one schema before you can render or filter them.
  • De-duplication. The same role is posted to an ATS, reposted to aggregators, and syndicated onward. Without dedup your board shows the same job five times.

The data layer: a job board API

A job board API hands you all four, already solved, behind one endpoint. JobsPipe indexes 30+ ATS and job-board sources, normalizes every posting into one shape, de-duplicates across sources, and serves the result from POST https://api.jobspipe.dev/v1/jobs/search. Your job board becomes a presentation layer over a clean feed.

Building the listing page

Fetch a page of recent jobs on the server, then render the cards. The data already has everything a listing card needs:

async function getListings() {
  const res = await fetch("https://api.jobspipe.dev/v1/jobs/search", {
    method: "POST",
    headers: {
      "Authorization": "Bearer jp_live_your_key_here",
      "Content-Type": "application/json",
    },
    body: JSON.stringify({ posted_at_max_age_days: 30, limit: 50 }),
  });
  const { data } = await res.json();
  return data;
}

const jobs = await getListings();

jobs.map((job) => (
  <article key={job.id}>
    <h3>{job.title}</h3>
    <p>{job.company} - {job.location.city}</p>
    <a href={job.apply_url}>Apply</a>
  </article>
));

Search and filters for your board

The same endpoint powers your board’s search box and category pages. Pass whatever the user picked - keywords, country, remote, recency - as filters:

curl https://api.jobspipe.dev/v1/jobs/search \
  -H "Authorization: Bearer jp_live_your_key_here" \
  -H "Content-Type: application/json" \
  -d '{
    "job_title_or": ["designer"],
    "job_country_code_or": ["US"],
    "remote": true,
    "posted_at_max_age_days": 14,
    "limit": 25
  }'

Keeping listings fresh and removing expired jobs

The fastest way to lose trust is to send a candidate to a dead listing. Re-sync on a schedule with posted_at_max_age_days to bound how old anything on the board can be, and use the archived_at timestamp on jobs that have come down to hide or flag expired roles. Because de-duplication happens upstream, a role that appears on three sources is one row on your board, with one canonical apply link.

Monetization and the apply flow

The apply_url on every record points back at the original posting, so the default model is apply-out: candidates click through to the source. That keeps you out of the business of hosting applications while you monetize the board itself - featured or sponsored listings, niche curation, a newsletter, or affiliate arrangements on the apply click. The data layer stays the same regardless of how you charge.

Power your job board from one feed - free tier with monthly credits.

Get a free API key

Skip the scraper - try the API right now

Live, normalized postings from 30+ ATS feeds and job boards in one JSON schema. No key, no signup - this sandbox returns sample data in the exact live shape.

Results

Press Test search to see normalized job records rendered here, and the raw JSON on the right.

JSON responsePOST /v1/sandbox/jobs/search
{
  "job_title_or": [
    "software engineer"
  ],
  "limit": 3,
  "remote": true
}
Advanced: edit the raw request, or copy it as curl
curl -X POST https://api.jobspipe.dev/v1/sandbox/jobs/search \
  -H "Content-Type: application/json" \
  -d '{"job_title_or":["software engineer"],"remote":true,"limit":5}'

For live results, get a free key (1,000 jobs/month) and swap /v1/sandbox/jobs/search for /v1/jobs/search with an Authorization: Bearer header - request and response shapes are identical.

FAQs

Frequently Asked Questions

What is a job board API?

A job board API is a hosted data layer that supplies your job board with fresh, normalized, de-duplicated listings so you do not run a scraper farm. It solves the four things a job board needs that have nothing to do with your front end: discovery of where the jobs live across thousands of ATS tenants, freshness and expiry detection, normalization of salary, location and employment type into one schema, and de-duplication across sources.

How do I build a job board without scraping?

Start with a job board API as your data layer instead of a scraper farm. JobsPipe indexes 30+ ATS and job-board sources, normalizes every posting into one shape, de-duplicates across sources, and serves the result from POST https://api.jobspipe.dev/v1/jobs/search. You fetch a page of recent jobs on the server and render the cards, so your board becomes a presentation layer over an already clean feed.

How do I remove expired jobs from my job board?

Re-sync on a schedule and use the closed_at timestamp on jobs that have come down to hide or flag expired roles. Pass posted_at_max_age_days on each sync to bound how old anything on the board can be. Sending a candidate to a dead listing is the fastest way to lose trust. Because de-duplication happens upstream, a role that appears on three sources is one row with one canonical apply link.