France B2B Buying-Signal Scraper: Jobs & Funding (No Cookies)

France B2B Buying-Signal Scraper (aperture/france-buying-signal-scraper) is a multi-signal, No Cookies / No Login Required French B2B intent engine by Aperture — Data Aggregation Solutions that combines two of the highest-converting outbound triggers in France (FR) in a single run:

1. B2B Commercial Hiring Signals (signal_type: "jobs") from France Travail (candidat.francetravail.fr) — including aggregated partner listings from Cadremploi, Hellowork, and DirectEmploi (Account Executive, Business Developer, SDR, Ingénieur Commercial, RevOps).
2. French Tech Startup Funding Signals (signal_type: "funding") from Maddyness (maddyness.com) — capturing individual Seed / Série A–D rounds and weekly MaddyMoney French Tech funding roundups with parsed euro/dollar amounts and round stages.

In enriched_with_email mode, it resolves each French company's corporate root domain (.fr, .com, .io, .ai), crawls statutory French /mentions-legales (LCEN Art. 6-III), /equipe, /politique-de-confidentialite, and /contact pages, and enforces our Strict Named-Contact Enriched Guarantee: you only pay the $0.008 enriched tier when a verified named individual contact (j.dupont@acme.fr, email_verification_status: "ok") is delivered, while generic role addresses (contact@, bonjour@, recrutement@, hello@) are kept in contact_email as a free role_fallback bonus at the basic $0.002 rate!

• 100% No Cookies & Zero Headless Browser Overhead: Runs over pure HTTP/2 HTML & unauthenticated JSON BFF endpoints (CheerioCrawler) within strict 256 MB – 1,024 MB RAM bounds (512 MB default).
• 100% Congruent Portfolio Schema: Shares the exact BuyingSignalRecord dataset schema across the Aperture Global B2B Buying-Signal Suite (Stepstone DACH/Benelux, Seek ANZ, and Zero-Proxy ICP Aggregator).
• Limited Permissions (LIMITED_PERMISSIONS) Certified: Immediately eligible for Apify AI, Model Context Protocol (MCP) agents, and Skyfire agentic payments.

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5-Actor Global B2B Buying-Signal Suite (aperture) (MCP-Ready)

Strict Named-Contact Enriched Guarantee: Across the entire Aperture suite, the enriched PPE tier ($0.008 / $0.009) is billed strictly when a verified named individual contact (firstname.lastname@, email_verification_status: "ok") is extracted. Generic or departmental role inboxes (contact@, bonjour@, info@, hello@, recrutement@, jobs@) are never discarded — they remain populated in contact_email for free with email_verification_status: "role_fallback" and automatically downgrade billing to the basic tier ($0.002 / $0.003).

Published by Aperture — combine our regional zero-cookie signal scrapers with our zero-proxy ICP scoring engine to run a unified 8-country multi-market outbound pipeline across 3 buying-signal dimensions (jobs, funding, contract_award -> multi_signal) in Europe (DE, AT, BE, NL, FR, UK) and APAC (AU, NZ):

Actor	Markets (geo)	Signal Types	Primary Sources	PPE Pricing (Basic / Enriched)
aperture/stepstone-dach-buying-signal-scraper	DE, AT, BE, NL	jobs	Stepstone Germany, Austria, Belgium & the Netherlands + statutory /impressum & /over-ons emails	$2.00 / $8.00 per 1k
aperture/seek-anz-buying-signal-scraper	AU, NZ	jobs	Seek Australia & New Zealand JSON/GraphQL + ANZ corporate /contact & /privacy emails	$2.00 / $8.00 per 1k
aperture/france-buying-signal-scraper (This Actor)	FR	jobs, funding	France Travail B2B Hiring + Maddyness Startup Funding Rounds + /mentions-legales emails	$2.00 / $8.00 per 1k
aperture/eu-uk-procurement-award-signal-scraper	UK, FR, DE, NL, BE, AT	contract_award	UK Contracts Finder & Find a Tender OCDS + France BOAMP Open Data v2.1 + EU TED Search v3	$2.00 / $8.00 per 1k
aperture/b2b-buying-signal-icp-aggregator	DE, AT, BE, NL, FR, UK, AU, NZ	jobs, funding, contract_award, multi_signal	Zero-proxy cross-dataset deduplicator, multi-signal ICP scorer (0–100), 28-tool tech-stack extractor, and cold outreach hook engine	$3.00 / $9.00 per 1k

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Why French & EMEA GTM Teams Switch to Aperture

Dimension	Single-Source French Job Scrapers	Aperture France Multi-Signal Scraper
Multi-Signal Coverage	Job listings only	France Travail B2B Hiring (jobs) + Maddyness / MaddyMoney Startup Fundraising (funding) in one unified schema.
Pricing Fairness	Charges full price for contact@ / empty emails	Strict Named-Contact PPE Guarantee ($0.008 strictly for verified named individuals like marie.laurent@kameleoon.com; generic contact@, recrutement@, bonjour@ inboxes included free as "role_fallback" at basic $0.002 rate).
Scheduled Monitoring	Re-scrapes & re-bills identical offers every week	Cross-Run Delta Mode (onlyNewSignals: true) (persists seen keys in buying-signal-dedup-store KVS and skips previously emitted jobs/funding rounds before enrichment or Actor.charge() fires — $0.00 for duplicates).
Search Flexibility	Basic keywords only	Copy-Paste France Travail searchUrls + postedWithinDays (emission) + contractTypeFilter (CDI, CDD, Alternance).
Zero-Cost Bonus Metadata	Basic title/location only	contact_phone, salary_band, and contract_type extracted directly from France Travail's JSON BFF at $0.00 extra compute cost.

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Why combine France Travail hiring + Maddyness funding + Mentions Légales?

• Multi-Signal Intersection Ready: When a French SaaS scaleup raises a Série A on Maddyness and posts a Business Developer / Account Executive (H/F) role on France Travail, piping this Actor's output into aperture/b2b-buying-signal-icp-aggregator automatically merges both events under the company's root domain (signal_type: "multi_signal", +25 ICP score boost!).
• The French Mentions Légales Advantage (LCEN Art. 6-III-1): Under French law (Loi pour la Confiance dans l'Économie Numérique), commercial websites operating in France are required to publish legal publisher identification and direct electronic contact details on /mentions-legales or /mentions-legales-et-cgu.
• Direct BFF & Startup Anchor Domain Resolution: Extracts direct employer URLs from France Travail's unauthenticated BFF (etablissement.urlEntreprise) and fuzzy-matched startup links on Maddyness articles (cleanly ignoring VC fund and customer links), stripping job-board hosts (francetravail.fr, hellowork.com, cadremploi.fr, welcometothejungle.com, apec.fr).
• Pre-Charge Blacklist Filtering ($0.00 for Excluded Domains): Companies or domains in blacklistDomains are dropped before Actor.charge() fires.

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How much does it cost to scrape France B2B buying signals? (Pay-Per-Event Pricing)

Scraper Mode (scraperMode)	PPE Event Name	Target Price	What Is Included	Strict Named-Contact Billing Guarantee
basic	job-signal-scraped	$2.00 / 1,000 signals ($0.002 / item)	Normalized France jobs & funding signals (company, corporate domain, role_title, seniority_band, location, geo: "FR", signal_date, evidence_url, signal_detail, contact_phone, salary_band, contract_type) + pre-charge blacklistDomains filtering.	Billed for standard signals and enriched_with_email items where only a generic role inbox (role_fallback, included free in contact_email) or no verified named contact was found.
enriched_with_email	buying-signal-enriched	$8.00 / 1,000 verified named contacts ($0.008 / item)	Everything in Basic plus French /mentions-legales, /equipe, /politique-de-confidentialite, & /contact crawling, named-person prioritization, DNS/DoH MX fingerprinting (Google Workspace, Microsoft 365, OVHcloud, Gandi, Scaleway), and SMTP/BYOK verification.	You ONLY pay $0.008 when a verified NAMED individual contact (firstname.lastname@, email_verification_status === "ok") is delivered! Generic role emails (contact@, bonjour@, recrutement@, hello@) stay in contact_email as role_fallback and automatically downgrade to job-signal-scraped ($0.002).

• Strict ACTOR_MAX_TOTAL_CHARGE_USD Protection: Immediately aborts the crawler pool when your maximum run budget is reached.
• 25-Item Free-Tier Run Limit: Free-Tier Apify users can test up to 25 signals per run, exiting gracefully with "Free tier limit reached. Upgrade to a paid Apify plan for unlimited runs."

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Ready-to-copy integration recipes

1. Scheduled Monday Delta Monitoring (onlyNewSignals: true + postedWithinDays: 7 + contractTypeFilter: ["CDI"])

Set up a recurring Monday 06:00 UTC schedule to pull fresh high-intent French B2B leads. onlyNewSignals: true ensures you never pay twice for the same job or funding round across runs:

{
    "signalSources": ["france_travail_jobs", "maddyness_funding"],
    "keywords": ["Account Executive", "Business Developer", "Head of Sales", "SDR"],
    "location": "75D",
    "postedWithinDays": 7,
    "contractTypeFilter": ["CDI"],
    "maxDaysSinceAnnouncement": 7,
    "onlyNewSignals": true,
    "monitorScopeName": "weekly_sales_leads_fr",
    "scraperMode": "enriched_with_email",
    "maxItems": 100,
    "blacklistDomains": ["client-existant.fr"]
}

2. Clay HTTP API Integration (POST /v2/acts/aperture~france-buying-signal-scraper/run-sync-get-dataset-items)

Import real-time French buying signals directly into your Clay workbook with synchronous dataset item retrieval:

curl -X POST "https://api.apify.com/v2/acts/aperture~france-buying-signal-scraper/run-sync-get-dataset-items?token=YOUR_APIFY_TOKEN&maxTotalChargeUsd=5.00" \
  -H "Content-Type: application/json" \
  -d '{
    "signalSources": ["france_travail_jobs", "maddyness_funding"],
    "keywords": ["Account Executive", "Business Developer"],
    "searchUrls": [
      "https://candidat.francetravail.fr/offres/recherche?motsCles=Account+Executive&lieux=75D"
    ],
    "postedWithinDays": 14,
    "contractTypeFilter": ["CDI"],
    "maxDaysSinceAnnouncement": 30,
    "scraperMode": "enriched_with_email",
    "maxItems": 50
  }'

Clay HTTP Action Node Setup:

• Method: POST
• URL: https://api.apify.com/v2/acts/aperture~france-buying-signal-scraper/run-sync-get-dataset-items
• Query Parameters: token = YOUR_APIFY_TOKEN, maxTotalChargeUsd = 5.00
• Headers: Content-Type: application/json

3. Claude Desktop & Cursor MCP Server Configuration (@apify/actors-mcp-server)

Connect France B2B Buying-Signal Scraper directly to your AI agents in Claude Desktop or Cursor for automated intent research and personalized outreach drafting:

Claude Desktop (claude_desktop_config.json)

{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "-y",
                "@apify/actors-mcp-server",
                "--actors",
                "aperture/stepstone-dach-buying-signal-scraper,aperture/seek-anz-buying-signal-scraper,aperture/france-buying-signal-scraper,aperture/eu-uk-procurement-award-signal-scraper,aperture/b2b-buying-signal-icp-aggregator"
            ],
            "env": {
                "APIFY_TOKEN": "YOUR_APIFY_TOKEN"
            }
        }
    }
}

Cursor (.cursor/mcp.json or Cursor Settings > MCP)

{
    "mcpServers": {
        "apify-buying-signals": {
            "command": "npx",
            "args": [
                "-y",
                "@apify/actors-mcp-server",
                "--actors",
                "aperture/stepstone-dach-buying-signal-scraper,aperture/seek-anz-buying-signal-scraper,aperture/france-buying-signal-scraper,aperture/eu-uk-procurement-award-signal-scraper,aperture/b2b-buying-signal-icp-aggregator"
            ],
            "env": {
                "APIFY_TOKEN": "YOUR_APIFY_TOKEN"
            }
        }
    }
}

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Sample output

[
    {
        "detected_at": "2026-10-31T20:51:10Z",
        "company": "Kameleoon SAS",
        "domain": "kameleoon.com",
        "role_title": "Account Executive Enterprise (H/F)",
        "seniority_band": "mid",
        "location": "75 - Paris",
        "geo": "FR",
        "posted_date": "2026-10-25T00:00:00.000Z",
        "signal_type": "jobs",
        "signal_detail": "Job: Account Executive Enterprise (H/F) — 75 - Paris [CDI - Contrat travail]",
        "signal_source_actor": "france-buying-signal-scraper",
        "signal_date": "2026-10-25",
        "evidence_url": "https://candidat.francetravail.fr/offres/recherche/detail/214VGZB",
        "contact_email": "marie.laurent@kameleoon.com",
        "contact_phone": "+33 1 42 68 55 00",
        "salary_band": "Annuel de 55000.0 Euros à 70000.0 Euros sur 12.0 mois",
        "contract_type": "CDI",
        "email_verification_status": "ok",
        "mx_provider": "Google Workspace",
        "ppe_event_charged": "buying-signal-enriched",
        "notes": "source=mentions-legales+contact; verify=smtp_250_ok; mx=Google Workspace",
        "error": null
    },
    {
        "detected_at": "2026-10-31T20:52:32Z",
        "company": "QUARKSUP",
        "domain": "quarksup.com",
        "role_title": "ACCOUNT EXECUTIVE (H/F)",
        "seniority_band": "mid",
        "location": "75 - Paris 1er Arrondissement",
        "geo": "FR",
        "posted_date": "2026-10-23T00:00:00.000Z",
        "signal_type": "jobs",
        "signal_detail": "Job: ACCOUNT EXECUTIVE (H/F) — 75 - Paris 1er Arrondissement [CDI - Contrat travail]",
        "signal_source_actor": "france-buying-signal-scraper",
        "signal_date": "2026-10-23",
        "evidence_url": "https://candidat.francetravail.fr/offres/recherche/detail/8218308",
        "contact_email": "recrutement@quarksup.com",
        "contact_phone": "01 53 45 80 00",
        "salary_band": "Annuel de 45000.0 Euros à 60000.0 Euros",
        "contract_type": "CDI",
        "email_verification_status": "role_fallback",
        "mx_provider": "Google Workspace",
        "ppe_event_charged": "job-signal-scraped",
        "notes": "source=mentions-legales; verify=smtp_250_ok; mx=Google Workspace",
        "error": null
    },
    {
        "detected_at": "2026-10-31T20:20:00Z",
        "company": "CarbonFarm",
        "domain": "carbonfarm.tech",
        "role_title": "",
        "seniority_band": "",
        "location": "France",
        "geo": "FR",
        "posted_date": "2026-10-13T16:20:27.000Z",
        "signal_type": "funding",
        "signal_detail": "Funding: CarbonFarm — 7M€ (Série A)",
        "signal_source_actor": "france-buying-signal-scraper",
        "signal_date": "2026-10-13",
        "evidence_url": "https://www.maddyness.com/2026/10/13/carbonfarm-leve-7-millions-deuros-pour-reduire-les-emissions-de-methane-dans-les-rizieres/",
        "contact_email": "contact@carbonfarm.tech",
        "contact_phone": "",
        "salary_band": "",
        "contract_type": "",
        "email_verification_status": "role_fallback",
        "mx_provider": "Google Workspace",
        "ppe_event_charged": "job-signal-scraped",
        "notes": "source=mentions-legales; verify=mx_fingerprinted_impressum_match; mx=Google Workspace",
        "error": null
    }
]

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Legal, CNIL & GDPR Compliance Disclaimer

Our Actors are ethical and do not extract any private user data from authenticated or non-public profiles. They only extract publicly published commercial job postings on France Travail, public startup funding press articles on Maddyness, and statutory corporate legal disclosures (Mentions Légales under LCEN Art. 6-III). Named corporate contact addresses may constitute personal data under GDPR / CNIL guidelines in France and the EU; only process personal data when you have a legitimate B2B business interest and compliant opt-out mechanism.

Built and maintained by Aperture — Data Aggregation Solutions. Explore the complete suite at apify.com/aperture.

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Global B2B Buying-Signal & Enrichment Suite (MCP-Ready)

Scale your outbound intent pipeline across France, DACH/Benelux, and Australia/New Zealand — then deduplicate, score (0–100), and generate evidence-cited icebreakers with $0 proxy overhead:

Actor	Markets (geo)	Signal Types	Primary Sources	PPE Pricing (Basic / Enriched)
aperture/stepstone-dach-buying-signal-scraper	DE, AT, BE, NL	jobs	Stepstone Germany, Austria & Belgium + statutory /impressum emails	$2.00 / $8.00 per 1k
aperture/seek-anz-buying-signal-scraper	AU, NZ	jobs	Seek Australia & New Zealand JSON/GraphQL + ANZ corporate /contact & /privacy emails	$2.00 / $8.00 per 1k
aperture/france-buying-signal-scraper (This Actor)	FR	jobs, funding	France Travail B2B Hiring + Maddyness Startup Funding Rounds + /mentions-legales emails	$2.00 / $8.00 per 1k
aperture/b2b-buying-signal-icp-aggregator	DE, AT, BE, NL, FR, AU, NZ	jobs, funding, multi_signal	Zero-proxy cross-dataset deduplicator, multi-signal ICP scorer (0–100), and AI outreach hook engine	$3.00 / $9.00 per 1k