Multi-ATS Direct Job Scraper & Intent Monitor

Zero-maintenance hiring-intent tracking across corporate career boards powered by Greenhouse, Lever, and Ashby.

Designed for automated cron schedules and B2B workflows: with incremental delta sync (onlyNewSinceLastRun), the Actor compares current postings against previous runs and only outputs net-new or modified positions. Empty monitoring runs produce 0 dataset records and incur $0 in per-item event fees.

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Key Capabilities

• Incremental Delta Synchronization: Enable onlyNewSinceLastRun to track board changes over time. Postings are classified as NEW_JOB or UPDATED_JOB. If no changes occurred since the last run, the Actor exits immediately.
• Hiring Intent Signals: Every job includes an intent_signals metadata block tagging whether the opening represents an engineering hire, a growth/sales expansion signal, or an executive/lead role.
• Universal 3-in-1 Engine: Automatically detects and queries official public JSON APIs for:
  • Greenhouse: (e.g. GitLab, Stripe, Figma, Airbnb)
  • Lever: (e.g. Spotify, Netflix, Shopify)
  • Ashby: (e.g. Linear, Ramp, Vercel, Retool)
• Resource Efficient: Operates on lightweight HTTP requests with no browser emulation or proxy overhead. Runs execute in seconds with sub-128 MB RAM footprints.

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Input Parameters

Parameter	Type	Default	Description
companies	Array	["linear", "gitlab", "spotify"]	List of company names, slugs, or career URLs.
onlyNewSinceLastRun	Boolean	false	When true, only outputs net-new or modified jobs since the previous run.
ats_filter	String	"auto"	Set to auto to detect automatically, or force greenhouse, lever, or ashby.
keyword_filter	String	null	Keyword to match against title, department, or description.
remote_only	Boolean	false	When true, only returns positions marked as remote.
location_filter	String	null	Filter by city, country, or region (e.g. United States, Europe).
max_jobs_per_company	Integer	500	Maximum postings to evaluate per company.
max_total_jobs	Integer	5000	Total cap across all companies in the run.
include_description_text	Boolean	true	Include clean plain text description.
include_description_html	Boolean	false	Include raw HTML description.

Example Input (Daily Delta Monitor)

{
  "companies": [
    "linear",
    "figma",
    "ramp",
    "spotify"
  ],
  "onlyNewSinceLastRun": true,
  "remote_only": true,
  "keyword_filter": "Engineer"
}

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Sample Output (Delta Record)

{
  "id": "ashby_d3bc1ced-3ce4-4086-a050-555055dbb1ff",
  "title": "Senior Fullstack Engineer",
  "company": "linear",
  "ats": "ashby",
  "event_type": "NEW_JOB",
  "intent_signals": {
    "is_engineering_hire": true,
    "is_growth_signal": false,
    "is_executive_hire": false
  },
  "location": "Europe",
  "is_remote": true,
  "workplace_type": "remote",
  "department": "Product",
  "team": "Engineering",
  "employment_type": "FullTime",
  "date_posted": "2026-10-12T08:00:00.000Z",
  "url": "https://jobs.ashbyhq.com/linear/d3bc1ced-3ce4-4086-a050-555055dbb1ff",
  "apply_url": "https://jobs.ashbyhq.com/linear/d3bc1ced-3ce4-4086-a050-555055dbb1ff",
  "salary": "$160,000 - $210,000",
  "description_text": "Building next-generation product management tools...",
  "scraped_at": "2026-10-12T10:15:00.000Z"
}

---

Use Cases

• Sales Trigger Automation: Trigger outbound outreach to prospective accounts when target companies post new engineering or sales headcount.
• Scheduled Cron Monitoring: Set up recurring schedules (daily/weekly) with onlyNewSinceLastRun enabled to ingest changes without paying for duplicate records.
• AI & Workflow Integrations: Stream verified hiring signals directly to Webhooks, Make.com, Zapier, or LLM agent pipelines.