LinkedIn & ATS Scraper — Zero-Cookie Jobs & Decision Emails avatar

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

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LinkedIn & ATS Scraper — Zero-Cookie Jobs & Decision Emails

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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Aperture — Global B2B Buying-Signal & Statutory Enrichment Suite

Strict Named-Contact $0.008 Zero-Proxy HTTP/2 <5s LIMITED_PERMISSIONS • MCP Ready

LinkedIn Jobs & Multi-ATS B2B Buying-Signal Scraper

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

  • $0.002 per 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.
  • $0.008 per named contact ($8.00 / 1,000) — buying-signal-enriched: You only pay the enriched rate when we deliver a verified firstname.lastname@company.com email (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 your contact_email column at no extra charge (email_verification_status: "role_fallback") and automatically bill you the $0.002 basic 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 blacklistDomains list to filter out competitors, legacy partners, or current clients at $0.00 cost. Unbilled pre-fetch exclusion filters (excludeCompanyKeywords, excludeLocations, excludeStaffingAgencies) drop unwanted recruitment agencies and companies at $0.00 before domain resolution or website crawling.

Sample Output (What Lands in Your Clay Table)

Illustrative output shape — run the Actor for live records

CompanyDomainSignal / RoleContact EmailVerification StatusPPE Event TriggeredPrice Billed
Example Enterprise Inc.example.comEnterprise Account Executive — Remote USsarah.jenkins@example.comok (Named Person)buying-signal-enriched$0.008
Example Systems GmbHexample.deSenior Customer Success Manager — Munichjobs@example.derole_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. When splitByCity: true is 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 $0.00 cost 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 ComponentEvent Key / MetricUnit Price (USD)Cost per 1,000 ResultsWhen It Fires
Actor Start (One-Time)apify-actor-start$0.00005$0.05 (per 1k runs)Charged once when the container initializes.
Base Signal Tierjob-signal-scraped$0.002$2.00 / 1,000Every normalized signal, including free role_fallback inboxes (info@, contact@).
Verified Named Contact Tierbuying-signal-enriched$0.008$8.00 / 1,000Strictly when email_verification_status === "ok" AND a named person (firstname.lastname@) is verified.
Unbilled Pre-Fetch ShieldshouldExcludePreFetch$0.000$0.00 / 1,000Rows matching excludeCompanyKeywords, excludeLocations, or blacklistDomains are dropped before enrichment.
Platform Compute (Pure HTTP/2)Apify Compute Units (CU)~$0.00018~$0.18 / 1,000Lightweight 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: $3 1h Flash / $12 24h Burst / $29 7d Sprint) with $0.00 per-event fees. Or license the complete 10-Actor portfolio via the $249/mo Founding 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: true to 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 /impressum and /contact email 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:

Aperture Multi-Region Buying-Signal & ICP Aggregation Architecture

#ActorMarkets (geo)Signal TypesPrimary SourcesApify PPE (Basic / Enriched)Bytewells Agency License
1Stepstone DACH & Benelux Scraper (stepstone-dach-buying-signal-scraper)DE, AT, BE, NLjobsStepstone (.de, .at, .be, .nl) + /impressum emails$0.002 / $0.008$99/mo Unlimited
2Seek Australia & NZ Scraper (seek-anz-buying-signal-scraper)AU, NZjobsSeek (seek.com.au, seek.co.nz) + corporate /contact emails$0.002 / $0.008$99/mo Unlimited
3France Travail & Maddyness Scraper (france-buying-signal-scraper)FRjobs, fundingFrance Travail jobs + Maddyness funding + /mentions-legales$0.002 / $0.008$99/mo Unlimited
45D B2B Buying-Signal ICP Aggregator (b2b-buying-signal-icp-aggregator)All 9 Geos5D Multi-SignalCross-dataset deduplicator, 0–100 ICP scorer, 28 tech tags & hooks$0.003 / $0.009$129/mo Unlimited
5EU & UK Public Procurement Scraper (eu-uk-procurement-award-signal-scraper)UK, FR, DE, NL, BE, ATcontract_awardUK Find a Tender (OCDS) + France BOAMP + EU TED v3 awards$0.002 / $0.008$99/mo Unlimited
6EU & UK Executive & Incorporation Scraper (eu-uk-executive-incorporation-signal-scraper)FR, UK, DE, ATexecutive_changeFrance BODACC + UK Companies House + GLEIF new directors$0.002 / $0.008$99/mo Unlimited
7Biotech Clinical Trial & Grant Scraper (biotech-clinical-trial-buying-signal-scraper)US, UK, DE, FR, NL, BE, ATclinical_trial, research_grantUS ClinicalTrials.gov v2 + EU EMA CTIS + CORDIS + NIH SBIR$0.002 / $0.008$149/mo Unlimited
8LinkedIn & Direct ATS Buying-Signal Scraper (linkedin-ats-b2b-buying-signal-scraper)All 9 GeosjobsZero-Cookie LinkedIn Guest Jobs + Greenhouse, Lever & Personio$0.002 / $0.008$99/mo Unlimited
9European Impressum Bulk Enricher (european-impressum-contact-bulk-enricher)DE, AT, CH, FR, UK, NL, BEimpressum_enrichmentBulk domain -> /impressum & /mentions-legales named contacts, VAT & HRB$0.001 / $0.006$39/mo Unlimited
10Global 5D B2B Signal Suite Unlimited (global-b2b-signal-suite-unlimited)All 10 GeosAll 5D SignalsAll-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 TierBest ForPricing ModelAgency Economics & MeteringAutonomous Agent / MCP Support
Apify Store (Pay-Per-Event)Single-team tests, POCs & variable weekly on-demand runs$0.002 basic / $0.008 verified named buyerPay 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.