ATS Universal Job Scraper

Stop managing three scrapers. One input, 20,000+ companies across Greenhouse, Lever, and Ashby. Auto-detects the ATS platform. Unified output schema.

Paste any mix of career page URLs. The scraper detects whether each company uses Greenhouse, Lever, or Ashby, routes to the correct extraction pipeline, and outputs unified, enriched data.

No API key needed. All three ATS platforms expose public job board APIs.

How it works

You paste:                          We detect & extract:
───────────────────────────────     ─────────────────────────
boards.greenhouse.io/stripe    →    Greenhouse pipeline → unified output
jobs.lever.co/spotify          →    Lever pipeline      → unified output
jobs.ashbyhq.com/notion        →    Ashby pipeline      → unified output

Every job gets the same enrichment regardless of platform: skills extraction, seniority classification, category standardization, work mode detection, and salary data.

Platform coverage

Platform	Companies	Examples
Greenhouse	7,500+	Airbnb, Stripe, Figma, Webflow, HubSpot, Datadog, Coinbase
Lever	5,000+	Spotify, Palantir, Outreach
Ashby	1,000+	Notion, Linear, Ramp, Plaid, Vercel, Supabase, PostHog

Quick start

Mix companies from any platform

{
  "careerUrls": [
    "https://boards.greenhouse.io/stripe",
    "https://boards.greenhouse.io/airbnb",
    "https://jobs.lever.co/spotify",
    "https://jobs.ashbyhq.com/notion",
    "https://jobs.ashbyhq.com/ramp"
  ],
  "enableClassification": true,
  "enableSkillsExtraction": true
}

Monitor hiring changes across platforms

{
  "careerUrls": [
    "https://boards.greenhouse.io/stripe",
    "https://jobs.lever.co/spotify",
    "https://jobs.ashbyhq.com/notion"
  ],
  "enableChangeDetection": true,
  "deltaOnly": true
}

Use plain slugs with a default platform

{
  "careerUrls": ["webflow", "figma", "stripe"],
  "defaultPlatform": "greenhouse"
}

Unified output

Every job includes a platform field so you know the source. The rest of the schema is consistent:

{
  "jobId": "abc-123",
  "title": "Senior Backend Engineer",
  "company": "Notion",
  "boardToken": "notion",
  "platform": "ashby",
  "location": "San Francisco, California",
  "department": "Engineering",
  "applyUrl": "https://jobs.ashbyhq.com/notion/abc-123/application",
  "payRanges": [
    { "title": "Salary", "minValue": 180000, "maxValue": 240000, "currency": "USD", "interval": "yearly" }
  ],
  "seniority": "senior",
  "category": "engineering",
  "workMode": "hybrid",
  "skills": {
    "required": ["Python", "PostgreSQL", "AWS"],
    "preferred": ["Kubernetes"],
    "yearsExperience": "5+"
  },
  "scrapedAt": "2026-04-01T12:00:00.000Z",
  "source": "ashby"
}

Platform-specific bonus fields are preserved when available:

• Greenhouse: offices, applicationQuestions, internalJobId
• Lever: team, commitment, hostedUrl, sections (structured lists)
• Ashby: team, employmentType, secondaryLocations, addressCountry, isRemote, multi-tier compensation (salary+equity+bonus)

Features

Feature	Description
Auto-detection	Detects Greenhouse, Lever, or Ashby from URL
Skills extraction	500-term taxonomy, required vs preferred
Classification	Seniority (intern→c-level), category (13), work mode
Change detection	Track new/updated/removed between runs
Deduplication	Cross-platform duplicate detection
Salary estimation	Peer-based estimation across all platforms
Analytics	Per-company hiring summaries
Output profiles	Full / Compact / Minimal

Input reference

Field	Type	Default	Description
careerUrls	string[]	required	Career page URLs or slugs
defaultPlatform	enum	""	Fallback for plain slugs
includeDescription	boolean	true	Include descriptions
includeQuestions	boolean	false	Application questions (Greenhouse)
departmentFilter	string	""	Filter by department
locationFilter	string	""	Filter by location
maxJobsPerCompany	integer	0	Limit per company
enableClassification	boolean	true	Seniority + category + work mode
enableSkillsExtraction	boolean	false	Skills taxonomy extraction
enableSalaryEstimation	boolean	false	Peer-based salary estimation
enableChangeDetection	boolean	false	Track changes between runs
deltaOnly	boolean	false	Only output changes
deduplicateAcrossBoards	boolean	false	Cross-platform dedup
includeAnalytics	boolean	false	Per-company summaries
outputProfile	enum	"full"	full / compact / minimal

Pricing

Pay Per Result: $3 per 1,000 jobs ($0.003 per job).

Premium over individual platform scrapers because it solves the routing problem — one input, all platforms.

Cost-saving tip: Use deltaOnly on scheduled runs for 85-95% savings.

Individual platform scrapers

Need just one platform? Use our dedicated scrapers at lower cost ($2/1K):

• Greenhouse ATS Job Scraper Pro
• Lever ATS Job Scraper Pro
• Ashby ATS Job Scraper Pro

Feedback

Found a bug? Open an issue on the Issues tab.