LinkedIn & ATS Scraper — Zero-Cookie Jobs & Decision Emails
Pricing
from $2.00 / 1,000 linkedin / ats hiring buying signal scraped (basic mode + free role email fallback)s
LinkedIn & ATS Scraper — Zero-Cookie Jobs & Decision Emails
Extract B2B hiring signals from LinkedIn Guest Jobs & direct ATS feeds (Greenhouse, Lever, Personio) across 9 countries without cookies. Includes City-Split 1,000-result bypass, root-domain resolution, Impressum crawling & verified named-contact emails.
Pricing
from $2.00 / 1,000 linkedin / ats hiring buying signal scraped (basic mode + free role email fallback)s
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Aperture
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LinkedIn Jobs & Multi-ATS B2B Buying-Signal Scraper
Find Companies Hiring on LinkedIn & Direct ATS Feeds — With Verified Decision-Maker Emails
Extract live B2B hiring signals from public LinkedIn Jobs (guest endpoints) and direct applicant tracking systems (Greenhouse, Lever, Personio) straight into your Clay tables, n8n workflows, or outbound CRM sequences. Instead of paying for brittle browser automations or risking account bans, this Actor operates entirely over guest endpoints and public ATS job feeds across 9 countries (US, UK, DE, FR, NL, BE, AT, AU, NZ). It resolves the hiring company's real corporate website domain, visits legal Impressum and contact pages, and extracts verified corporate contact emails and phone numbers in one pass. Runs in the cloud without requiring your LinkedIn cookies or browser login.
Fair Pricing Guarantee: Only Pay for Named People
$0.002per signal ($2.00 / 1,000) —job-signal-scraped: Get the hiring company name, resolved website domain, role title, seniority band, workplace type (remote,hybrid,on-site), direct application or job URL, location, geo, direct corporate phone number, and free fallback inbox if present.$0.008per named contact ($8.00 / 1,000) —buying-signal-enriched: You only pay the enriched rate when we deliver a verifiedfirstname.lastname@company.comemail (email_verification_status: "ok").- Generic
info@&contact@Inboxes Are Free: If a company only lists a generic department address (info@,contact@,jobs@,careers@,hello@), we still include it in yourcontact_emailcolumn at no extra charge (email_verification_status: "role_fallback") and automatically bill you the$0.002basic rate (job-signal-scraped).
Built for Clay, n8n & Weekly Outbound Schedules
- Instant First-Run Preview: Click Start to test with your 25-lead free trial—enriched email discovery (
enriched_with_email,maxItems: 5) is enabled by default so you see verified contacts on your very first run. - Never Pay Twice for the Same Job: Turn on "Only New Signals" (
onlyNewSignals) for weekly delta schedules. We remember every job listing identifier you have already pulled and skip duplicates before you are charged. - Skip Existing Customers & Competitors Free: Paste your
blacklistDomainslist to filter out competitors, legacy partners, or current clients at$0.00cost. Unbilled pre-fetch exclusion filters (excludeCompanyKeywords,excludeLocations,excludeStaffingAgencies) drop unwanted recruitment agencies and companies at$0.00before domain resolution or website crawling.
Sample Output (What Lands in Your Clay Table)
Illustrative output shape — run the Actor for live records
| Company | Domain | Signal / Role | Contact Email | Verification Status | PPE Event Triggered | Price Billed |
|---|---|---|---|---|---|---|
| Example Enterprise Inc. | example.com | Enterprise Account Executive — Remote US | sarah.jenkins@example.com | ok (Named Person) | buying-signal-enriched | $0.008 |
| Example Systems GmbH | example.de | Senior Customer Success Manager — Munich | jobs@example.de | role_fallback (Free Bonus) | job-signal-scraped | $0.002 |
Advanced B2B Signal Features
- City-Split 1,000-Result Bypass (
splitByCity: true): LinkedIn guest search limits total pagination to 1,000 results per query. WhensplitByCity: trueis enabled, the scraper automatically fans out into major metropolitan clusters (e.g. London, Manchester, Berlin, Munich, Paris, New York, San Francisco, Sydney, Melbourne), pulling comprehensive market coverage and bypassing the 1,000-result hard cap. - Natural-Language Intent Query Rewriting (
workplaceType,seniorityFilter): Intelligently rewrites queries to target specific buying intent—filter by workplace mode (remote,hybrid,on-site) and seniority tiers (director,vp,cxo,senior,lead,entry) to isolate strategic software and tech buyers before they purchase. - Direct ATS Feeds (
Greenhouse,Lever,Personio): In addition to LinkedIn Guest Jobs, pulls live job feeds directly from company ATS boards including Greenhouse, Lever, Personio, Workday, Ashby, and SmartRecruiters. Captures unlisted openings and authentic hiring signals directly from applicant tracking systems with zero middleman noise. - Unbilled Pre-Fetch Exclusion Shield (
excludeStaffingAgencies,excludeCompanyKeywords,excludeLocations): Filter out staffing agencies, recruitment headhunters, unwanted locations, and competitor domains upfront. These leads are dropped at$0.00cost before domain resolution or website crawl passes, preserving your run budget exclusively for high-intent B2B accounts.
How much will it cost to scrape LinkedIn Guest Jobs & Direct ATS Feeds (Greenhouse, Lever, Personio)?
Aperture uses transparent Pay-Per-Event (PPE) pricing with a strict Named-Contact Guarantee (role_fallback). $0.008 (scrapers) / $0.009 (aggregator) only when a literal named contact is extracted from the live Impressum/contact page and its domain passes DNS MX verification; generic info@ fallbacks are billed at the $0.002 / $0.003 base rate ($0.000 extra):
| Billing Component | Event Key / Metric | Unit Price (USD) | Cost per 1,000 Results | When It Fires |
|---|---|---|---|---|
| Actor Start (One-Time) | apify-actor-start | $0.00005 | $0.05 (per 1k runs) | Charged once when the container initializes. |
| Base Signal Tier | job-signal-scraped | $0.002 | $2.00 / 1,000 | Every normalized signal, including free role_fallback inboxes (info@, contact@). |
| Verified Named Contact Tier | buying-signal-enriched | $0.008 | $8.00 / 1,000 | Strictly when email_verification_status === "ok" AND a named person (firstname.lastname@) is verified. |
| Unbilled Pre-Fetch Shield | shouldExcludePreFetch | $0.000 | $0.00 / 1,000 | Rows matching excludeCompanyKeywords, excludeLocations, or blacklistDomains are dropped before enrichment. |
| Platform Compute (Pure HTTP/2) | Apify Compute Units (CU) | ~$0.00018 | ~$0.18 / 1,000 | Lightweight 256MB–512MB HTTP/2 execution with zero headless browser overhead. |
Typical Run Cost Formula:
- 100 leads (50% verified named decision-makers
ok, 50%role_fallback):50 × $0.002 + 50 × $0.008 + $0.00005 start ≈ $0.53 total. - Free-Tier Apify Plan Protection: Apify free-plan runs are automatically capped at 25 leads per run so you can test live quality for pennies without surprise charges.
- Bytewells Multi-Client Agency License (
$99/mo): Outbound agencies running 10–20+ client workspaces with zero per-row metering can license this zero-cookie LinkedIn & ATS hiring engine on Bytewells for$99/mo(or transit-capped passes:$31h Flash /$1224h Burst /$297d Sprint) with$0.00per-event fees. Or license the complete 10-Actor portfolio via the$249/moFounding Agency License (~$12.45/client/mo across 20 clients).
Known Limitations & Compliance
- Zero-Cookie Public Guest & ATS Scope: Operates 100% over unauthenticated LinkedIn Guest Job endpoints and public ATS APIs (
Greenhouse,Lever,Personio) without requiring your LinkedIn cookies or browser login. It does not access private member profiles behind LinkedIn login walls. - LinkedIn 1,000-Result Pagination Cap Bypass: Public LinkedIn guest search caps pagination at 1,000 results per query. Enable
splitByCity: trueto automatically fan queries out across major metropolitan hubs (Berlin,München,London,Paris,New York,Sydney) and bypass the cap. - ATS Subdomain Stripping: Direct ATS boards (
boards.greenhouse.io/company,jobs.lever.co/company,company.jobs.personio.de) are automatically mapped back to the employer’s true corporate root domain before/impressumand/contactemail enrichment.
Complete Aperture B2B Buying Signal Suite
Combine regional signal scrapers with our cross-dataset 5D ICP scoring engine and Bytewells unlimited passes to run a unified outbound pipeline across Europe, the UK, North America, and APAC:

| # | Actor | Markets (geo) | Signal Types | Primary Sources | Apify PPE (Basic / Enriched) | Bytewells Agency License |
|---|---|---|---|---|---|---|
| 1 | Stepstone DACH & Benelux Scraper (stepstone-dach-buying-signal-scraper) | DE, AT, BE, NL | jobs | Stepstone (.de, .at, .be, .nl) + /impressum emails | $0.002 / $0.008 | $99/mo Unlimited |
| 2 | Seek Australia & NZ Scraper (seek-anz-buying-signal-scraper) | AU, NZ | jobs | Seek (seek.com.au, seek.co.nz) + corporate /contact emails | $0.002 / $0.008 | $99/mo Unlimited |
| 3 | France Travail & Maddyness Scraper (france-buying-signal-scraper) | FR | jobs, funding | France Travail jobs + Maddyness funding + /mentions-legales | $0.002 / $0.008 | $99/mo Unlimited |
| 4 | 5D B2B Buying-Signal ICP Aggregator (b2b-buying-signal-icp-aggregator) | All 9 Geos | 5D Multi-Signal | Cross-dataset deduplicator, 0–100 ICP scorer, 28 tech tags & hooks | $0.003 / $0.009 | $129/mo Unlimited |
| 5 | EU & UK Public Procurement Scraper (eu-uk-procurement-award-signal-scraper) | UK, FR, DE, NL, BE, AT | contract_award | UK Find a Tender (OCDS) + France BOAMP + EU TED v3 awards | $0.002 / $0.008 | $99/mo Unlimited |
| 6 | EU & UK Executive & Incorporation Scraper (eu-uk-executive-incorporation-signal-scraper) | FR, UK, DE, AT | executive_change | France BODACC + UK Companies House + GLEIF new directors | $0.002 / $0.008 | $99/mo Unlimited |
| 7 | Biotech Clinical Trial & Grant Scraper (biotech-clinical-trial-buying-signal-scraper) | US, UK, DE, FR, NL, BE, AT | clinical_trial, research_grant | US ClinicalTrials.gov v2 + EU EMA CTIS + CORDIS + NIH SBIR | $0.002 / $0.008 | $149/mo Unlimited |
| 8 | LinkedIn & Direct ATS Buying-Signal Scraper (linkedin-ats-b2b-buying-signal-scraper) | All 9 Geos | jobs | Zero-Cookie LinkedIn Guest Jobs + Greenhouse, Lever & Personio | $0.002 / $0.008 | $99/mo Unlimited |
| 9 | European Impressum Bulk Enricher (european-impressum-contact-bulk-enricher) | DE, AT, CH, FR, UK, NL, BE | impressum_enrichment | Bulk domain -> /impressum & /mentions-legales named contacts, VAT & HRB | $0.001 / $0.006 | $39/mo Unlimited |
| 10 | Global 5D B2B Signal Suite Unlimited (global-b2b-signal-suite-unlimited) | All 10 Geos | All 5D Signals | All-in-one whale orchestrator (Jobs, Tenders, Directors, Trials & Grants) | $0.003 / $0.009 | $249/mo Founding Agency License |
Two-Door Store Positioning: Apify Store (Self-Serve PPE) vs. Bytewells Multi-Client Agency License
| Execution Tier | Best For | Pricing Model | Agency Economics & Metering | Autonomous Agent / MCP Support |
|---|---|---|---|---|
| Apify Store (Pay-Per-Event) | Single-team tests, POCs & variable weekly on-demand runs | $0.002 basic / $0.008 verified named buyer | Pay only for what you extract (~$0.0032/row blended at 20% department buyer hit rate; free role_fallback inboxes at base rate) | Native @apify/actors-mcp-server |
Bytewells (bytewells.com) | Outbound agencies running 10–20+ client workspaces & autonomous AI agents | $39–$149/mo Single-Engine or $249/mo All-In-One 5D Global Suite (Passes: $3–$9 Flash, $9–$29 Burst, $19–$69 Sprint) | Zero per-row metering (~$12.45/client/mo across 20 clients; daily refresh on 3 core regions + weekly on 5 remaining regions) | Native HTTP 402 Agentic Auto-Buy (x402 / Bytewells MCP) |
When processing more than 8,300 verified enriched rows per month, switching to a Bytewells Flat Rental ($49/mo) eliminates per-event charges entirely, delivering unlimited runs with zero platform markup. Autonomous AI agents can also fund and execute runs programmatically via the Bytewells HTTP 402 (x402) agentic auto-buy standard, enabling machine-to-machine micropayments and frictionless execution without pre-provisioned API keys.