Multi-ATS Jobs Scraper (Greenhouse, Lever, Ashby)

Multi-ATS Jobs Scraper (Greenhouse · Lever · Ashby)

Scrape open job listings straight from the public JSON APIs of the three most common applicant-tracking systems — Greenhouse, Lever and Ashby. No API key, no login, no anti-bot to fight. Point it at a list of company boards and get every posting back in one normalized schema.

Thousands of companies post their jobs through exactly these three boards. Instead of writing a scraper per company, give this actor a list like ["greenhouse:stripe","lever:spotify","ashby:ramp"] and it figures out the right endpoint for each and merges the results.

Input

Where do I find the token?

It's the slug in the public careers URL:

• Greenhouse → boards.greenhouse.io/<token> (also <token>.greenhouse.io)
• Lever → jobs.lever.co/<company>
• Ashby → jobs.ashbyhq.com/<name>

Output

One dataset row per job posting, deduped by url:

{
  "ok": true,
  "ats": "greenhouse",
  "company": "stripe",
  "title": "Account Executive, AI Sales",
  "location": "San Francisco, CA",
  "department": "1650 AI GTM Strategy & Solutions",
  "employmentType": "FullTime",
  "url": "https://stripe.com/jobs/search?gh_jid=7964697",
  "postedAt": "2026-06-05T15:44:04-04:00",
  "description": "Who we are… (plain text, HTML stripped)",
  "salary": "$211.4K – $290.6K • Offers Equity"
}

Field availability differs by ATS, so several fields can be null even on a successful row:

title and company are always present on a success row. Every other field above is null when the board doesn't supply it — this is honest data, not a failed scrape.

Greenhouse job descriptions come HTML-entity-encoded; the actor decodes and strips them to clean plain text.

Diagnostic rows (ok:false)

When a board has no open postings, uses a wrong/retired slug, or hits a network/blocked error, the actor pushes a single ok:false diagnostic row instead of job rows, for example:

{ "ok": false, "errorCode": "NO_RESULTS", "error": "The request succeeded but returned no results for this input.", "ats": "greenhouse", "company": "acme", "note": "No open postings for greenhouse:acme." }

An ok:false row means that one board had nothing to return — not that the run failed. These rows are never charged. Filter on ok:true to get only billable job postings. Empty input produces an ok:false row with errorCode: "BAD_INPUT" instead of crashing the run.

Billing & empty boards

$3.00 per 1,000 jobs ($0.003 each), with no run-start fee. Flat rate — no volume tiers, no plan gates — and you are charged only for jobs actually returned.

Billed per job posting returned (job), and only for genuine ok:true rows. A board with no open postings (or a wrong/retired slug) produces a single ok:false diagnostic row explaining why — and is not charged. Network/blocked errors and empty/invalid input likewise return a coded ok:false diagnostic row instead of failing the whole run, and are never charged.

Example

{
  "companies": ["greenhouse:stripe", "greenhouse:airbnb", "lever:spotify", "ashby:ramp", "ashby:openai"],
  "maxItems": 0
}