Who this is for
Teams that need LinkedIn data as an input to outbound, hiring, investor mapping, competitive intelligence or lead enrichment, but do not want to maintain a scraping stack, manage restricted accounts or deal with LinkedIn layout changes every quarter.
What we actually extract
- Profile data: full name, current title, company, location, headline, about section, past experiences, education, skills, recommendations, profile URL, public photo URL when available.
- Company pages: company name, industry, headcount range, founding year, headquarters, specialties, about section, employee count trend, job postings count.
- Employee lists: all (or filtered) employees of a given company, with their job title, tenure, location, LinkedIn URL.
- Search results: results from keyword, title, industry or geography searches, paginated at scale.
- Post engagement (on request): reactors and commenters on a specific post — useful for warm outbound.
What we do not extract
LinkedIn messages, private data, data behind InMail, full emails (we enrich emails in a separate step with verified providers — see B2B data extraction: build vs buy), any data visible only with a premium Recruiter seat unless you provide that access.
How the delivery works
- Brief: you send the ICP (title, industry, geo, headcount range) or a list of company URLs or a Sales Navigator search URL.
- Extraction: we run the scraping on our side, across distributed infrastructure, no account of yours touched.
- Enrichment (optional): verified emails via Dropcontact / Hunter / Apollo, direct dials via Kaspr, company firmographics via Crunchbase.
- QA & dedup: we dedupe on profile URL + email, normalize job titles, drop obvious false positives.
- Delivery: CSV / Google Sheet / CRM push within 48-72h for lists under 10k, scaled up for larger volumes.
Typical use cases
- Outbound lead list: 2,000 SaaS founders in France + Germany + UK, enriched emails, pushed to Instantly.
- Recruiting pipeline: 500 senior data engineers within 50km of Paris, with 5+ years current role tenure.
- Investor mapping: all partners at 150 VC firms in the EU, with their LinkedIn URL and direct email.
- Customer research: the full employee list of 20 competitors, sorted by headcount growth.
- Warm outbound: the 3,000 people who engaged with your competitor's viral post last month.
Related articles
- LinkedIn scraper 2026: 12 tools ranked — if you want to build the stack yourself.
- How to scrape LinkedIn in 2026 — the technical tutorial.
- LinkedIn lead generation service — the managed alternative.