ATS Jobs Scraper — Greenhouse, Lever & Ashby Job Postings API

Scrape job postings directly from company career pages powered by Greenhouse, Lever, and Ashby. Get every open role with the full job description, department, location, salary, and apply URL in clean JSON — no browser, no proxy, no CAPTCHA, no anti-bot blocking. One HTTP request per board returns every job a company is hiring for.

Reads only public, company-published Applicant Tracking System (ATS) job-board APIs. Not affiliated with Greenhouse, Lever, or Ashby.

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What this actor does

Pulls open positions from companies that publish their careers page on:

• Greenhouse (boards.greenhouse.io/{company}) — used by GitLab, Stripe, Airbnb, Figma, Anthropic, Databricks, Cloudflare, Reddit, Discord, MongoDB, Datadog, Pinterest, Lyft, Robinhood, Instacart, and 1000s more.
• Lever (jobs.lever.co/{company}) — used by Spotify, Netflix, GoPuff, Ro, SwordHealth.
• Ashby (jobs.ashbyhq.com/{company}) — used by Ramp, Notion, Linear, Perplexity, Cursor, Vanta, Watershed, Replit, Cohere, Sierra.

Each scraped job is normalized into a unified schema so you can mix providers in one dataset.

Why scrape ATS boards instead of Indeed / LinkedIn / Glassdoor

Job aggregators (Indeed, LinkedIn, Glassdoor, ZipRecruiter) sit behind Cloudflare, CAPTCHAs, and aggressive rate limits, making them slow and expensive to scrape. Company ATS boards expose clean public JSON APIs that return richer data with zero blocking:

	This actor (ATS boards)	Aggregator scrapers
Source	Company's own job board	Re-listed by 3rd party
Data freshness	Real-time (company-published)	Lagging, sometimes stale
Full job description	Yes, full HTML + text	Often truncated
Department / team / comp	Yes, when published	Rarely
Anti-bot	None	Cloudflare, CAPTCHA, IP bans
Proxies needed	No	Yes, residential
Cost per 10k jobs	Pennies	Dollars
Reliability	Stable public APIs	Frequently broken

Use cases

• Recruiting & talent sourcing — monitor hiring at target companies and surface new roles the moment they post.
• Sales / lead generation — companies posting Sales, Marketing, or DevOps roles signal buying intent for your tool.
• Investor & market intelligence — track headcount growth across a portfolio or competitive set.
• Job aggregator websites — build a niche board (remote-only, AI startups, fintech, design, etc.) with reliable, full-fidelity data.
• HR analytics & compensation benchmarking — collect salary ranges (where published) across hundreds of companies.
• Slack / email alerts — get new postings pushed to a webhook the second they appear.

Features

• 3 ATS providers, one schema — Greenhouse, Lever, Ashby normalized to the same fields.
• Full descriptions — plain text plus optional raw HTML.
• Filters built in — by job title, location, department, keywords, remote-only, posted-within-days.
• Skill & seniority extraction — skills[], detectedSeniority, minYearsExperience parsed from descriptions.
• Salary normalization — annualized min/max in your target currency (USD, EUR, GBP, INR, +12 more) using built-in or custom FX rates.
• Cross-run deduplication — emit only NEW postings since the previous run for scheduled monitoring.
• Webhook delivery — POST results to Slack, Make, Zapier, or any custom endpoint on finish.
• No proxy required — public APIs, no IP rotation needed.
• Fast & cheap — single HTTP call per board returns every job with full content.

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Input

Provide at least one board (tokens per provider, or full board URLs — provider auto-detected). Every other field is optional.

Minimal input

{
  "greenhouseBoards": ["gitlab", "stripe"],
  "leverBoards": ["spotify"],
  "ashbyBoards": ["Ramp"]
}

Full input with all options

{
  "greenhouseBoards": ["gitlab", "stripe", "figma"],
  "leverBoards": ["spotify"],
  "ashbyBoards": ["Ramp", "Notion"],
  "boardUrls": [
    "https://boards.greenhouse.io/anthropic",
    "https://jobs.lever.co/leverdemo",
    "https://jobs.ashbyhq.com/Linear"
  ],
  "jobTitle": "software engineer",
  "location": "remote",
  "searchKeywords": ["python", "kubernetes"],
  "departmentFilter": "Engineering",
  "remoteOnly": true,
  "postedWithinDays": 14,
  "maxJobsPerBoard": 0,
  "maxJobs": 0,
  "extractSkills": true,
  "normalizeSalary": true,
  "targetCurrency": "USD",
  "fxRatesOverride": {},
  "includeDescriptionHtml": false,
  "deduplicate": true,
  "onlyNewSinceLastRun": false,
  "dedupeStoreName": "ats-seen-jobs",
  "notifyWebhookUrl": "",
  "maxConcurrency": 10,
  "proxyConfiguration": { "useApifyProxy": false }
}

Input fields

Boards (at least one required)

Field	Type	Default	Description
greenhouseBoards	string[]	["gitlab", "stripe", "figma"]	Greenhouse board tokens (slug from boards.greenhouse.io/{slug}).
leverBoards	string[]	["spotify"]	Lever company slugs (from jobs.lever.co/{slug}).
ashbyBoards	string[]	["Ramp", "Notion"]	Ashby org slugs, case-sensitive (from jobs.ashbyhq.com/{Slug}).
boardUrls	string[]	[]	Any board URL; provider is auto-detected from the host.

Filters

Field	Type	Default	Description
jobTitle	string	""	Keep only jobs whose title contains this text (case-insensitive).
location	string	""	Keep only jobs whose location contains this text.
searchKeywords	string[]	[]	Keep jobs whose title OR description contains ANY keyword.
departmentFilter	string	""	Keep only jobs whose department contains this text.
remoteOnly	boolean	false	Keep only roles detected as remote.
postedWithinDays	integer	0	Recency filter; 0 = no limit.
maxJobsPerBoard	integer	0	Cap per board; 0 = no limit.
maxJobs	integer	0	Total cap across all boards; 0 = no limit.

Enrichment & output

Field	Type	Default	Description
extractSkills	boolean	true	Parse description into skills[], detectedSeniority, minYearsExperience.
normalizeSalary	boolean	true	Add normalizedSalary{} with annualized min/max in target currency.
targetCurrency	string	"USD"	Output currency: USD, EUR, GBP, CAD, AUD, INR, SGD, ZAR, BRL, MXN, AED, JPY, CHF, SEK, PLN.
fxRatesOverride	object	{}	Override built-in FX rates, e.g. {"EUR": 0.92} (units per 1 USD).
includeDescriptionHtml	boolean	false	Include raw HTML description alongside plain text.

Deduplication & monitoring

Field	Type	Default	Description
deduplicate	boolean	true	Drop duplicates within the current run.
onlyNewSinceLastRun	boolean	false	Cross-run dedupe — emit only postings not seen in previous runs.
dedupeStoreName	string	"ats-seen-jobs"	Named key-value store for cross-run seen-job IDs.
notifyWebhookUrl	string (secret)	""	POST a JSON summary of this run's jobs to Slack / Make / Zapier / custom endpoint.

Performance

Field	Type	Default	Description
maxConcurrency	integer	10	Parallel board requests (1–50).
proxyConfiguration	object	{ "useApifyProxy": false }	Optional proxy. Not required — these are public APIs.

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Output

One record per job, normalized across providers, written to the default dataset.

Full output example

{
  "source": "greenhouse",
  "boardToken": "gitlab",
  "company": "GitLab",
  "jobId": "8503792002",
  "title": "Senior Backend Engineer, Platform",
  "department": "Engineering",
  "team": "Platform Infrastructure",
  "location": "Remote, Americas",
  "isRemote": true,
  "employmentType": "Full-time",
  "descriptionText": "GitLab is hiring a Senior Backend Engineer to work on our platform infrastructure team. You will design and build scalable Ruby on Rails services...",
  "descriptionHtml": "<p>GitLab is hiring a <strong>Senior Backend Engineer</strong>...</p>",
  "salary": {
    "min": 134400,
    "max": 287700,
    "currency": "USD",
    "period": "year",
    "raw": "$134,400 - $287,700 USD"
  },
  "normalizedSalary": {
    "min": 134400,
    "max": 287700,
    "currency": "USD",
    "period": "year"
  },
  "skills": ["Ruby on Rails", "PostgreSQL", "Kubernetes", "Go", "GraphQL"],
  "detectedSeniority": "senior",
  "minYearsExperience": 5,
  "applyUrl": "https://job-boards.greenhouse.io/gitlab/jobs/8503792002",
  "jobUrl": "https://job-boards.greenhouse.io/gitlab/jobs/8503792002",
  "postedAt": "2026-04-30T22:34:50.000Z",
  "updatedAt": "2026-05-15T10:12:00.000Z",
  "scrapedAt": "2026-05-21T10:00:00.000Z"
}

Output fields

Field	Type	Description
source	"greenhouse" | "lever" | "ashby"	Which ATS provider the job was scraped from.
boardToken	string	Provider slug used to fetch the board.
company	string	Human-readable company name.
jobId	string	Provider's stable job identifier.
title	string	Job title.
department	string | null	Department name (e.g. Engineering, Sales).
team	string | null	Sub-team within department.
location	string	Location string as published.
isRemote	boolean	Heuristic remote detection from location & description.
employmentType	string | null	E.g. Full-time, Part-time, Contract, Internship.
descriptionText	string	Full job description as plain text.
descriptionHtml	string | null	Raw HTML description (only when includeDescriptionHtml: true).
salary	object | null	Salary as published: min, max, currency, period, raw.
normalizedSalary	object | null	Annualized salary converted to targetCurrency.
skills	string[]	Extracted skills (only when extractSkills: true).
detectedSeniority	"intern" | "junior" | "mid" | "senior" | "staff" | "principal" | "lead" | null	Detected from title + description.
minYearsExperience	integer | null	Minimum years extracted from description.
applyUrl	string	Direct URL to apply.
jobUrl	string	Canonical job posting URL.
postedAt	string (ISO 8601) | null	First-published timestamp.
updatedAt	string (ISO 8601) | null	Last-updated timestamp (when provided).
scrapedAt	string (ISO 8601)	When this actor fetched the job.

Export formats

The Apify dataset is available as JSON, CSV, Excel, XML, JSONL, RSS, or HTML via the dataset API, or piped directly into Google Sheets, S3, BigQuery, Airtable, or any webhook.

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Popular verified company boards

All slugs below were verified live to return jobs. Drop them into the matching input field.

Greenhouse (greenhouseBoards)

gitlab · stripe · airbnb · dropbox · databricks · robinhood · instacart · reddit · figma · asana · discord · gusto · samsara · cloudflare · twitch · lyft · pinterest · datadog · mongodb · elastic · peloton · sofi · affirm · chime · betterment · flexport · amplitude · airtable · calendly · faire · scaleai · anthropic

Ashby (ashbyBoards, case-sensitive)

Ramp · Vanta · Linear · Watershed · Replit · Modal · Baseten · Browserbase · Notion · Perplexity · Cohere · Zip · Sierra · Decagon · Cursor

Lever (leverBoards)

spotify · gopuff · ro · swordhealth

Companies migrate between ATS providers over time. If a slug returns nothing, check the company's current careers page URL (boards.greenhouse.io/…, jobs.lever.co/…, jobs.ashbyhq.com/…) and use the new slug.

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How it works

Each provider exposes a public, unauthenticated JSON endpoint returning all open postings with full content in a single request — no pagination, no detail-page fetch, no JavaScript rendering:

• Greenhouse: https://boards-api.greenhouse.io/v1/boards/{token}/jobs?content=true
• Lever: https://api.lever.co/v0/postings/{company}?mode=json
• Ashby: https://api.ashbyhq.com/posting-api/job-board/{org}?includeCompensation=true

Built on Crawlee's HttpCrawler (no browser, no Playwright). Skill extraction, salary normalization, deduplication, and webhook delivery are shared modules applied uniformly to every provider's output.

Scheduled monitoring — only NEW jobs

1. Set onlyNewSinceLastRun: true
2. Set dedupeStoreName: "my-target-companies" (any unique name)
3. Optionally set notifyWebhookUrl to a Slack / Make / Zapier webhook
4. Schedule the actor (every 30 min, hourly, daily — your call)

Each run persists seen jobIds to the named key-value store and emits only postings unseen in prior runs. Combined with the webhook, this gives you real-time new-role alerts for any list of companies.

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Pricing

• Pay-per-result: see the Apify Store page for current price per 1,000 jobs.
• Compute: extremely low — one HTTP call per board, no browser, no proxy. Hundreds of boards scrape in under a minute.

Local development

git clone <repo>
cd ats-jobs-scraper
npm install
# edit storage/key_value_stores/default/INPUT.json
npm start

Requires Node.js 20+.

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FAQ

Is scraping Greenhouse, Lever, and Ashby job boards legal? This actor only fetches publicly accessible, company-published job-board APIs — the same endpoints the companies' own careers pages call from the browser. No login, no rate-limit evasion, no anti-bot bypass. You should still consult your own legal counsel for your specific use case and jurisdiction.

Do I need a proxy to scrape these ATS boards? No. These are public, unauthenticated APIs designed to be hit from the browser. Apify Proxy is available as an option for very large board lists, but it's off by default.

How fast is it? One HTTP request per board returns every job with the full description. A list of 100 boards typically completes in under a minute on the default concurrency of 10.

How do I find a company's board slug? Open their careers page. If the URL is boards.greenhouse.io/acme → Greenhouse slug is acme. If jobs.lever.co/acme → Lever slug is acme. If jobs.ashbyhq.com/Acme → Ashby slug is Acme (case-sensitive). You can also just paste the full URL into boardUrls and the provider is auto-detected.

Can I scrape Workday, Greenhouse-embedded iframes, or Indeed? This actor covers Greenhouse, Lever, and Ashby — the three providers with the cleanest public JSON APIs. Workday, SmartRecruiters, BambooHR, and aggregators like Indeed require different scraping strategies and are outside this actor's scope.

Does it return salary? Yes, when the company publishes it in the posting (now mandatory in jurisdictions like NYC, California, Colorado, Washington, and many EU countries). Both raw salary and annualized normalizedSalary in your target currency are returned.

Can I get only new jobs since last run? Yes — set onlyNewSinceLastRun: true plus a dedupeStoreName. Ideal for scheduled monitoring with Slack / Zapier / webhook delivery.

Does it support full-text search across all companies? There is no cross-company search API on Greenhouse / Lever / Ashby — each board is fetched independently. Use jobTitle, location, searchKeywords, and departmentFilter to filter results from the boards you select.

Which fields work with which providers? All listed output fields are populated when the provider publishes them. Coverage of department, team, salary, employmentType, and updatedAt varies by provider and by company configuration; the normalized schema always has the field (with null when absent) so downstream code is consistent.

What happens if a board returns nothing? The most common cause is that the company migrated to a different ATS. Check their live careers page URL and update the slug. Failed boards never abort the run — other boards continue.

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Related actors

• Greenhouse Jobs Scraper
• Lever Jobs Scraper
• Ashby Jobs Scraper
• LinkedIn Jobs Scraper
• Indeed Jobs Scraper
• Glassdoor Jobs Scraper

Keywords

job postings scraper, ATS scraper, Greenhouse API scraper, Lever API scraper, Ashby API scraper, careers page scraper, hiring data, recruiting data, applicant tracking system, remote jobs scraper, tech jobs scraper, salary data scraper, job board API, jobs JSON API, company hiring monitor, new job alerts, jobs webhook, Slack jobs notifier