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LinkedIn Data enrichment API for n8n + AI

Published 4 min readMarkdown
LinkedIn Data enrichment API for n8n + AI

Here are the best email → LinkedIn info enrichment APIs that work well in an n8n → OpenAI lead-scoring flow. I prioritized providers that (a) can return a LinkedIn URL/handle from an email, and (b) are practical to wire into n8n.

ProviderEmail → LinkedIn URL?What you typically getn8n fitWhy pick it
ClearbitYes — enrich from an email; 100+ B2B attributes incl. social URLs. (Clearbit)Person (name, title, seniority, social), company firmographics. (Clearbit)Native n8n node + credentials docs. (n8n Docs)Easiest to ship in n8n; reliable coverage on work emails; ideal inputs for AI scoring.
Hunter (Lead Enrichment)Yes — “turn an email or a LinkedIn handle into a complete profile.” (Hunter)Person + company basics incl. social handles. (Hunter)Native n8n node. (n8n Docs)Fast, cost-effective, and simple JSON for quick pipelines.
People Data Labs (PDL)Yes — person schema includes social/LinkedIn; enrich by email (bulk too). (People Data Labs)Deep work history, skills, social URLs, firmographics. (People Data Labs)HTTP Request node. (n8n Docs)Richest schema for ML/AI scoring; great for batch enrichment before OpenAI.
Apollo.io (People Enrichment)Yes — response includes linkedin_url. (Apollo Docs)Sales-grade person/company data; bulk match endpoint. (Apollo Docs)HTTP Request node. (n8n Docs)Strong B2B coverage; excellent if you already use Apollo for GTM.
ZoomInfo (Enrich)Yes — accepts email/hashed email; outputs include external/LI links via their data. (Microsoft Learn)Enterprise contact + firmographics/technographics/intent. (Microsoft Learn)HTTP Request node. (n8n Docs)Best for enterprise scale, SLAs, and compliance posture.
Lix (Reverse Email Lookup)Yes — purpose-built to return LinkedIn profile URL from email. (Lix)LinkedIn profile URL + basic person/company info. (Lix)HTTP Request node. (n8n Docs)Cleanest tool when you mainly need the LI URL to feed downstream steps.
RocketReachYes — person lookup returns social links from email. (Pipedream)Contact info (emails/phones), title, employer, social URLs. (Pipedream)HTTP Request node. (n8n Docs)Straightforward enrichment with broad inputs (email/LI/phone).
DropcontactYes — includes LinkedIn fields; GDPR-first; native n8n node available. (Dropcontact, n8n Docs)Data cleaning, role, company, phones, LinkedIn page/fields. (Dropcontact)Native n8n node for enrich/fetch. (n8n Docs)Best for EU/GDPR stance and CRM hygiene before AI scoring.
FullContact (Person API)Yes — returns social profiles (incl. LinkedIn) from identifiers like email. (Postman)Photos, social handles, org info (when available). (Postman)HTTP Request node. (n8n Docs)Mature identity graph; useful as a second-pass to lift match rates.

ℹ️ Official LinkedIn API note: LinkedIn’s Profile/Handle APIs are restricted to approved partners; there isn’t a public “email → profile” endpoint. That’s why teams use third-party enrichment vendors for this step. Ensure your use complies with your privacy policy and applicable law. (Microsoft Learn)


Quick picks for your exact use case (email → LI → OpenAI lead scoring)

  • Fastest to ship in n8n: Clearbit or Hunter (native nodes; strong “email → LinkedIn” and clean schemas). (n8n Docs, Hunter)

  • Data-rich scoring / batch jobs: People Data Labs or Apollo (deep person schema + bulk endpoints). (People Data Labs, Apollo Docs)

  • Enterprise/compliance: ZoomInfo (hashed email support; big coverage). (Microsoft Learn)

  • Just need the LinkedIn URL: Lix Reverse Email Lookup (great as a fallback when others miss). (Lix)

  • EU/GDPR & cleanup: Dropcontact (plus a native n8n node). (n8n Docs)


Minimal n8n blueprint (ready to build)

  1. Trigger (Webhook/Form) →

  2. Enrich

    • Option A: Clearbit/Hunter node. (n8n Docs)

    • Option B: HTTP Request → PDL/Apollo/ZoomInfo/Lix. (n8n Docs)

  3. Set (map linkedin_url, job_title, seniority, company, company_size, industry, location).

  4. OpenAI node for scoring (pass a strict JSON schema). (n8n Docs)

  5. Upsert (HubSpot/Sheets/DB).

  6. (Optional) Slack/Email notify.

If you want, I can draft the exact n8n nodes + example OpenAI prompt you can paste in—just tell me which vendor(s) you want to start with and your monthly volume.

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