Ashby Jobs Scraper & API | Extract Jobs from Ashby ATS

Scrape and search job listings directly from Ashby ATS — the modern recruiting platform built for high-growth startups and companies scaling fast.

Search across 3,000+ of the hottest startups in tech: Linear, Vercel, Ramp, Mercury, and more.

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🆕 What's new in v2.0

Major upgrade. If you're upgrading from v1.x your existing scheduled runs keep working — is_remote, queries, locations, posted_after, page, page_size are unchanged. Everything below is additive:

• Far richer per-job data — AI-extracted qualifications (typed hard / soft skills, education, certifications), responsibilities[], benefits[], summary (one-paragraph AI summary), normalized_title for canonical grouping.
• Enriched company object — company.industries[], company.summary, company.logo_url, company.website, plus a company.details_url link to the full enriched company profile (funding, leadership, ratings, press references, H1B stats).
• Geocoded locations — every locations[] entry includes resolved city / region / country and latitude / longitude when the raw string is geocodable.
• Salary range filter — min_salary_usd / max_salary_usd (USD-normalized server-side from any source currency).
• Skills include / exclude — match against AI-extracted qualifications, not just description text.
• Companies include / exclude — narrow to (or away from) specific employers.
• Work model + experience + employment type filters — work_models, experience_levels, employment_types as explicit faceted filters.
• Negative query syntax — prefix any queries entry with - to drop that token (e.g. ["Product Engineer", "-staff", "-principal"]).
• Work-authorization signals — is_work_auth_required, is_h1b_sponsor, is_clearance_required flags per job.

No setup required. The actor ships pre-configured to call the Jobo Connect API.

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⚡ Why Use This Actor?

• 3,000+ companies indexed — the fastest-growing ATS with the hottest startups
• Tens of thousands of jobs — every open role from every Ashby customer
• Hottest startups — the most innovative companies choose Ashby
• Zero ghost jobs — daily verification removes expired listings
• Rich structured data — salary, geocoded locations, experience level, full descriptions, company industries, AI-extracted skills / responsibilities / benefits, and work-authorization signals

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🏢 Companies Using Ashby

Ashby is the ATS of choice for fast-growing, well-funded startups:

Company	Industry	Why They're Hot
Linear	Dev Tools	$400M valuation, beloved by developers
Vercel	Frontend Cloud	Next.js creators, remote-first
Ramp	Fintech	Fastest-growing corporate card
Notion	Productivity	$10B valuation
Plaid	Fintech	Powers 8,000+ fintech apps
Mercury	Banking	Startup banking leader
Retool	Low-Code	Internal tools platform
Weights & Biases	ML Ops	AI/ML infrastructure
Replit	Dev Tools	Online coding platform
Railway	Infrastructure	Modern cloud platform

…and 3,000+ high-growth startups in our database

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📋 Input Parameters

Parameter	Type	Default	Description
queries	Array	[]	Job titles or keywords (e.g., ["Product Engineer"]). Multiple values are OR-ed. Prefix any entry with - to exclude that word, e.g. ["Software Engineer", "-staff", "-principal"] returns Software Engineer roles but drops anything titled Staff/Staffing/Staffed/… or Principal/Principals/… (light suffix-stemming applied).
locations	Array	[]	Cities, regions, countries (e.g., ["Remote"]). Geocoded server-side — accepts loose forms like "NYC", "Bay Area", "UK".
is_remote	Boolean	false	Quick toggle for remote-only. Overridden by work_models if both are set.
work_models	Array	[]	Work model: remote, hybrid, onsite. Multiple allowed.
employment_types	Array	[]	full-time, part-time, contract, internship, freelance, temporary.
experience_levels	Array	[]	intern, entry, mid, senior, lead, executive.
skills_include	Array	[]	Only return jobs requiring ANY of these skills (e.g. ["TypeScript", "React"]). Matched case-insensitively against AI-extracted qualifications.
skills_exclude	Array	[]	Exclude jobs requiring ANY of these skills.
companies_include	Array	[]	Only return jobs from these company names (e.g. ["Linear", "Vercel"]). Case-insensitive exact match against the canonical company name.
companies_exclude	Array	[]	Exclude jobs from these companies.
min_salary_usd	Integer	-	Minimum annual USD salary. Excludes jobs without disclosed salary. Salaries in other currencies are normalized server-side.
max_salary_usd	Integer	-	Maximum annual USD salary. Combine with min_salary_usd for a range.
posted_after	String	-	ISO 8601 (e.g. 2026-01-01T00:00:00Z) or relative (7 days ago, 1 month, yesterday, last week).
page	Integer	1	Page number (max: 100).
page_size	Integer	50	Results per page (max: 100).

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📤 Output Schema

Each dataset row uses Jobo Connect's enhanced job shape — far richer than raw Ashby JSON. Notable additions: normalized_title (canonical title for grouping), summary (AI-generated short description), company.industries, company.details_url (link to the full enriched company profile), structured qualifications with typed skills, responsibilities[], benefits[], geocoded locations[] with lat/lon, and work-authorization flags.

{
  "id": "a1b2c3d4-5678-90ab-cdef-1234567890ab",
  "title": "Senior Product Engineer",
  "normalized_title": "product_engineer",
  "company": {
    "id": "f7c12345-1111-2222-3333-444455556666",
    "name": "Linear",
    "website": "https://linear.app",
    "logo_url": "https://...",
    "summary": "Linear is the issue tracking tool you'll enjoy using.",
    "industries": ["Developer Tools", "Productivity", "SaaS"],
    "details_url": "https://connect.jobo.world/api/companies/f7c12345-1111-2222-3333-444455556666"
  },
  "description": "We're looking for...",
  "summary": "Full-stack product engineer on Linear's core editor team — TypeScript, React, GraphQL.",
  "listing_url": "https://jobs.ashbyhq.com/linear/abc123",
  "apply_url": "https://jobs.ashbyhq.com/linear/abc123/apply",
  "locations": [
    {
      "location": "San Francisco, CA",
      "city": "San Francisco",
      "region": "California",
      "country": "United States",
      "latitude": 37.7749,
      "longitude": -122.4194
    }
  ],
  "compensation": { "min": 180000, "max": 240000, "currency": "USD", "period": "year" },
  "employment_type": "full_time",
  "workplace_type": "remote",
  "experience_level": "senior",
  "is_remote": true,
  "qualifications": {
    "must_have": {
      "education": [],
      "certifications": [],
      "skills": [
        { "name": "TypeScript", "type": "hard" },
        { "name": "React", "type": "hard" }
      ]
    },
    "preferred": {
      "education": [],
      "certifications": [],
      "skills": [{ "name": "GraphQL", "type": "hard" }]
    }
  },
  "responsibilities": ["Ship features end-to-end across the stack", "..."],
  "benefits": ["Equity", "Remote-first", "..."],
  "is_work_auth_required": false,
  "is_h1b_sponsor": false,
  "is_clearance_required": false,
  "source": "ashby",
  "date_posted": "2026-04-15T10:30:00Z",
  "valid_through": null,
  "created_at": "2026-04-15T11:02:11Z",
  "updated_at": "2026-04-30T08:14:55Z"
}

Field reference

Field	Type	What it is
Identity
id	UUID	Stable Jobo job identifier. Same across re-scrapes.
source	string	Always "ashby" for this actor.
Content
title	string	Job title as published by the employer.
normalized_title	string | null	Canonical title slug (e.g. product_engineer). Useful for grouping/comparing across companies.
description	string	Full job description, HTML stripped, line breaks preserved.
summary	string | null	AI-generated 2–3 sentence summary of the role.
listing_url	string	Canonical URL to view the job on Ashby.
apply_url	string	Direct application URL (often equal to listing_url).
Company
company.id	UUID	Stable Jobo company identifier.
company.name	string	Display name.
company.website	string | null	Marketing website.
company.logo_url	string | null	Hosted logo URL.
company.summary	string | null	One-paragraph company summary (AI-curated).
company.industries	string[]	1–3 industry tags (e.g. ["Developer Tools", "SaaS"]).
company.details_url	string | null	URL to the full enriched company profile (funding, leadership, ratings, press references, H1B stats). Same X-Api-Key required.
Location
locations[].location	string | null	Raw location string from the posting.
locations[].city / region / country	string | null	Resolved geocoded fields.
locations[].latitude / longitude	number | null	Decimal degrees when geocoded.
is_remote	bool	True if any location is fully remote.
Classification
employment_type	string | null	full_time, part_time, contract, internship, temporary.
workplace_type	string | null	remote, hybrid, onsite.
experience_level	string | null	entry, mid, senior, lead, executive.
Compensation
compensation.min / max	number | null	Range bounds in posted currency.
compensation.currency	string | null	ISO 4217 (e.g. USD, EUR).
compensation.period	string | null	hour, day, week, month, year.
Qualifications
qualifications.must_have.education	string[]	Required degrees.
qualifications.must_have.certifications	string[]	Required certifications.
qualifications.must_have.skills[]	objects	{name, type: "hard" | "soft"}.
qualifications.preferred.*	same shape	Nice-to-haves.
responsibilities	string[]	Bulleted responsibilities extracted from the description.
benefits	string[]	Bulleted benefits.
Authorization
is_work_auth_required	bool | null	True when applicants must already have work auth in the job's country.
is_h1b_sponsor	bool | null	True when the company is known to sponsor H1B visas.
is_clearance_required	bool | null	True when a US security clearance is required.
Dates (UTC)
created_at / updated_at	datetime	When Jobo first ingested / last updated the row.
date_posted	datetime | null	When the employer originally posted.
valid_through	datetime | null	Employer-declared expiry, when present.

See the Dataset Schema tab in the Apify UI for the full machine-readable JSON Schema.

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🚀 Quick Start Examples

Remote dev-tool startup jobs

{
  "queries": ["Software Engineer", "Product Engineer"],
  "is_remote": true,
  "page_size": 50
}

Senior+ roles, $150k+, remote or hybrid

{
  "queries": ["Software Engineer", "Product Engineer"],
  "experience_levels": ["senior", "lead"],
  "work_models": ["remote", "hybrid"],
  "min_salary_usd": 150000,
  "page_size": 50
}

Recent AI/ML positions (last 7 days)

{
  "queries": ["Machine Learning", "AI Engineer"],
  "posted_after": "7 days ago",
  "page_size": 100
}

Product Engineer roles, but skip Staff / Principal / Lead

Prefix any queries entry with - to exclude that token. Excludes are lightly stemmed, so -staff also catches staffs, staffed, staffing. The exclusion applies across title, description, and skills — useful for filtering out role-modifier words you never want to see.

{
  "queries": ["Product Engineer", "-staff", "-principal", "-lead"],
  "experience_levels": ["mid", "senior"],
  "page_size": 50
}

TypeScript / React frontend roles, no Angular

Skill filters match against AI-extracted qualifications, not raw description text — so you don't have to worry about a job description that says "we migrated off Angular" matching your skills_exclude: Angular.

{
  "queries": ["Frontend Engineer", "Product Engineer"],
  "skills_include": ["TypeScript", "React"],
  "skills_exclude": ["Angular"],
  "is_remote": true,
  "page_size": 50
}

Roles at a specific shortlist of hot startups

Companies match case-insensitively on the canonical name. Pull the names from a previous run's company.name field if you're unsure of the exact form.

{
  "queries": ["Engineer"],
  "companies_include": ["Linear", "Vercel", "Ramp", "Mercury", "Retool"],
  "experience_levels": ["mid", "senior"],
  "work_models": ["remote", "hybrid"]
}

Internships at AI startups

{
  "queries": ["Machine Learning", "AI", "Research"],
  "employment_types": ["internship"],
  "experience_levels": ["intern"],
  "page_size": 100
}

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💡 Tips & Gotchas

• Negative query scope. -staff excludes documents containing the token staff in any searched field (title, description, skills, company name). For role-modifier words like staff, lead, principal, intern that's nearly always what you want; for ambiguous words it can over-exclude.
• industries empty for some companies. Industries are populated by Jobo's company enrichment pipeline (Crunchbase + LinkedIn + AI curation). Companies that haven't been enriched yet show industries: []. Coverage is highest for well-known startups; long-tail companies may show empty.
• Geocoding is best-effort. Loose location strings like "Worldwide" or "Multiple Locations" won't have latitude/longitude. The raw location string is always preserved so you can fall back to it.
• details_url is authenticated. It returns the same auth-gated JSON as Jobo Connect's enterprise company API — you'll need an X-Api-Key. Treat the URL as a discoverable hint rather than an open endpoint.
• Pagination cap. page_size maxes at 100; page maxes at 100. To pull more than 10,000 results for a query, narrow the filter (e.g. by posted_after window, companies_include, or a more specific queries) rather than paginating deeper.
• One ATS per actor. This actor pre-pins sources: ["ashby"] — you can't widen it to other ATSes. Use ATS Jobs Search to query Ashby + Greenhouse + Lever + 45 more in one call.

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💼 Use Cases

Industry	Use Case
Job Boards	Build high-growth-startup job aggregators with rich structured data
VC Firms	Track portfolio company hiring velocity and key role openings
Recruiting	Source from the hottest startups with structured skills filters
Developers	Find jobs at dev-tool / infra companies on cutting-edge stacks
Career Research	Analyze startup compensation, equity, and benefit trends
Investor Research	Spot companies scaling engineering teams aggressively

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❓ Frequently Asked Questions

How many Ashby companies do you cover?

We index 3,000+ companies using Ashby, growing rapidly as Ashby gains market share with the hottest startups.

Why do hot startups choose Ashby?

Ashby is built for modern recruiting with analytics, automation, and a great candidate experience. Top-tier startups love it.

Ashby vs Lever vs Greenhouse?

Ashby = newest, hottest startups. Lever = established startups. Greenhouse = larger tech companies. Use the per-ATS actor for one source, or ATS Jobs Search to query all three (and 45 more) at once.

How often is data updated?

Jobs are verified daily. Expired listings are automatically removed within 24 hours.

How do I exclude certain titles?

Prefix any entry in queries with -. Example: ["Product Engineer", "-staff", "-principal"] returns Product Engineer roles but drops Staff and Principal variants. Excludes are lightly stemmed (-staff also catches staffs / staffed / staffing).

Why is industries empty for some companies?

Industries come from Jobo's company-enrichment pipeline (Crunchbase + LinkedIn + AI curation). Companies that haven't been enriched yet — typically very small or newly added — show industries: []. The full enriched profile (including industries) is also available via company.details_url.

Can I filter by salary?

Yes — min_salary_usd and max_salary_usd. Salaries posted in other currencies are normalized to USD server-side using current FX rates. Jobs without a disclosed salary are excluded when either filter is set.

What does company.details_url give me?

It links to the full enriched company profile on Jobo Connect: funding history, leadership, employee counts, ratings (Glassdoor), press mentions, H1B sponsorship statistics. It uses the same X-Api-Key as the search API.

What's the difference between v1.x and v2.0?

v2 calls a richer backend (Jobo Connect direct, not the previous gateway). Same input contract for queries / locations / is_remote / posted_after / page / page_size (existing schedules keep working), plus a much richer per-job shape and 10+ new filters. See What's new in v2.0 above.

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🔗 Related Actors

Actor	Best For
ATS Jobs Search	Search all 48 ATS platforms at once
ATS Jobs Feed	Bulk download for data pipelines
AI Deep Job Search	AI-powered relevance scoring
Lever Jobs Search	More startup jobs
Greenhouse Jobs Search	Tech unicorn jobs
Crunchbase Company Lookup	Pair with company.details_url for funding / leadership data

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🏢 About Jobo

Jobo provides the most comprehensive job data infrastructure for developers and businesses. Our ATS Jobs Database powers job boards, AI agents, and HR tech platforms worldwide.

• Website: jobo.world
• Enterprise API: jobo.world/enterprise
• Support: enrico@jobo.world