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Notes from the LinkedIn data layer

Guides, playbooks, prompt libraries and market takes on LinkedIn data, hiring signals and running agent workflows in Claude.

Latest

October 13, 2026

How many applicants does a LinkedIn job get? Data from 8.9M jobs

84% of LinkedIn jobs have under 25 applicants 6–24 hours after posting, and only 2% show 200+. Country and job function matter far more than the myth suggests.

Data story10 min read

All posts

  1. October 11, 2026A Cheaper Coresignal Alternative for LinkedIn Jobs and Company Data (2026 Pricing)Coresignal's cheapest plan is $49 a month for 2,500 credits, and a company record costs 20 of them. What LinkedIn jobs and company data cost on every Coresignal plan, where LinkFetch is cheaper, and where it isn't. Prices checked October 11, 2026.Market take8 min read
  2. October 10, 2026Clay Alternatives in 2026: 12 Tools Compared on Data, Price and OutreachClay now meters actions and data credits, and CRM sync starts at $495 a month. Here are 12 alternatives, from $29 email finders to AI sales platforms, with prices checked on October 10, 2026.Market take11 min read
  3. October 9, 2026Best LinkedIn MCP Servers in 2026: 12 Compared, Hosted and LocalThe LinkedIn MCP servers people actually use, compared on how they reach LinkedIn, what they can do, what they cost and whether they put your account at risk. Checked October 10, 2026.Market take9 min read
  4. October 9, 2026HeyReach Alternatives in 2026: 12 Tools Compared on Price, Senders and SafetyHeyReach costs $79 per sender a month and is built for agencies. Here are 12 alternatives, from $15 desktop apps to AI-run accounts, with prices checked on October 10, 2026.Market take9 min read
  5. September 2, 2026How many jobs are posted on LinkedIn per day? We counted.48,000 new postings a day, a Wednesday peak, a 10% salary-transparency rate, and Germany beating California — what 8.5 million tracked LinkedIn jobs actually show in 2026.Data story3 min read
  6. June 26, 202612 Claude Prompts for B2B Customer Success ManagersTwelve copy-paste Claude prompts for B2B CSMs: champion tracking, expansion signals, QBR prep, churn alerts. Wired to LinkFetch's MCP and ready for daily, weekly, or trigger-based cadence.Prompt library6 min read
  7. June 24, 2026How Pre-Seed Founders Book 10 Design Partner Intros in 14 DaysMost pre-seed founders take three months to land 10 design partners. Here is the 14-day LinkFetch + Claude routine that does it cold, with a 22% reply rate to first DM and a binary close on day 14.Playbook10 min read
  8. June 22, 2026Tracking Key Contacts Leaving Your Customer AccountsWhen a champion at your top customer changes jobs, you have about 30 days. This recipe shows how a Claude and LinkFetch agent catches the move within a week, not next quarter.Recipe7 min read
  9. June 18, 2026The Seed VC Monday Dealflow PlaybookHow a one-partner seed fund builds 20 ranked dealflow targets every Monday with a Claude and LinkFetch agent that runs while the coffee brews.Playbook9 min read
  10. June 12, 2026Proxycurl Webhook Replacement: Real-Time Profile Updates in 2026Proxycurl's profile-update webhooks went dark with the July 2025 shutdown. Here are the three patterns teams are using in 2026 to keep LinkedIn data fresh, ranked by latency, cost, and engineering effort.Guide8 min read
  11. June 10, 2026How a Pre-Seed Founder Hires Their First Engineer in 4 WeeksMost pre-seed founders take 12 to 16 weeks to land their first engineering hire, and half of those hires leave inside a year. Here is the 4-week LinkFetch + Claude routine that compresses the funnel without a recruiter.Playbook11 min read
  12. June 1, 2026How a Solo Founder Recruits 30 Beta Users from LinkedIn in 10 DaysMost solo founders burn six weeks finding 30 beta users for a pre-launch product. Here is the exact LinkFetch + Claude routine that compresses it into 10 days, with a 38% reply rate to first DM.Playbook10 min read
  13. May 28, 202612 Claude Prompts for B2B Account ExecutivesTwelve copy-paste Claude prompts AEs run weekly: pre-call briefs, champion-change alerts, multithreading, renewal risk, and the warm-intro map. Each one chains LinkFetch + Claude via MCP.Prompt library6 min read
  14. May 22, 2026How a Pre-Seed Founder Builds a 50-Investor Outreach List in 90 MinutesMost pre-seed founders spend a full week building an investor list and another week chasing the wrong people. Here is the LinkFetch + Claude workflow that compresses both into one Saturday afternoon.Playbook13 min read
  15. May 21, 202612 Claude Prompts for Growth MarketersTwelve copy-paste Claude prompts for the workflows growth marketers run weekly: ABM list building, intent signals, paid audience targeting, and competitor-churn capture.Prompt library8 min read
  16. May 15, 20267 Proxycurl Migration Pitfalls Teams Hit in 2026Most Proxycurl migrations break in the same seven places. The field-mapping gotcha, the rate-limit cliff, the geo coverage gap, and four more, with the specific fix for each.Guide9 min read
  17. May 13, 202612 Claude Prompts for VC Investors and Dealflow TeamsTwelve copy-paste Claude prompts for the workflows that eat the most VC time: founder discovery, portfolio monitoring, alumni mapping, hiring-spike signals, and quarterly LP color.Prompt library10 min read
  18. May 8, 2026How a 3-Person Dev Agency Books 5 Discovery Calls Every MondayMost small dev agencies live on referrals and run dry between projects. This Monday-morning routine uses LinkFetch + Claude to surface 25 warm-enough leads and book 5 discovery calls every week, on a 90-minute time budget.Playbook10 min read
  19. May 6, 202612 Claude Prompts for In-House RecruitersTwelve copy-paste Claude prompts for the workflows in-house TA teams run daily: passive sourcing, alumni networks, champion tracking, hiring-manager intake, and pipeline triage.Prompt library7 min read
  20. May 1, 202612 Claude Prompts for B2B Sales Ops TeamsTwelve copy-paste Claude prompts for the workflows that eat the most sales ops time: enrichment, account watchlists, churn signals, and weekly pipeline.Prompt library6 min read
  21. May 1, 2026ICP Enrichment on Every Inbound Signup, in 8 Lines of PromptHow a sales ops team running LinkFetch and Claude enriches every new signup in under 30 seconds: firmographic data, ICP score, and a tailored first-touch, automatically.Playbook12 min read
  22. April 30, 2026Proxycurl Field Mapping Cheatsheet for 2026Proxycurl's old field schema still lives in thousands of integrations. Here is the field-by-field mapping to LinkFetch and other 2026 alternatives.Guide7 min read
  23. April 29, 2026Proxycurl Alternatives in 2026: What Actually Works After the ShutdownProxycurl went dark in July 2025 after LinkedIn's lawsuit. Here is what replaced it, ranked by compliance posture, data freshness, and real per-call cost.Market take11 min read
  24. April 23, 2026Migrating from Proxycurl in 30 minutesA code-level walkthrough of moving a production pipeline from Proxycurl to LinkFetch, with a side-by-side diff.Guide1 min read
  25. April 22, 2026LinkedIn Data API Costs Compared: What You Actually Pay in 2026After Proxycurl's shutdown, pricing across LinkedIn data providers fractured into five distinct models. Here is the true per-call cost at each tier, plus the hidden math that makes cheap-looking plans expensive.Market take9 min read
  26. April 21, 2026Cold Outbound for Founders Who Hate Cold OutreachSignal-based outbound converts at 4 to 8% reply rate vs 1 to 2% for cold DMs. How a pre-seed founder uses LinkFetch + Claude to queue 15 personalized messages in under 20 minutes every Monday.Playbook13 min read
  27. April 18, 2026The state of LinkedIn data APIs in 2026Proxycurl is gone. Coresignal is enterprise-only. Bright Data is expensive and increasingly fingerprinted. A map of what's left in 2026, and where compliance-first plays win.Market take10 min read
  28. April 15, 202612 Claude Prompts for B2B FoundersCopy-paste prompts for the six workflows founders run most: hiring signals, ICP enrichment, competitive intel, daily outreach, churn watch, and warm intros. Each uses LinkFetch + Claude via MCP.Prompt library5 min read
  29. April 14, 2026Sourcing 30 Passive Candidates per Week Without a LinkedIn Recruiter SeatLinkedIn Recruiter Corporate now runs $10,800 per seat per year before overages. Here is how in-house recruiters hit the same sourcing volume using LinkFetch + Claude, for a fraction of the cost.Playbook12 min read
  30. April 11, 2026Where did Stripe's 2025 leavers go?We ran a 312-person cohort through LinkFetch. Three patterns emerged, and none of them are what the VC Twitter consensus claims.Data story11 min read
  31. April 9, 2026Tracking New Hires at Target Accounts: The Hiring-Signal RecipeNew executives are 5 to 10x more likely to buy new vendors in their first 90 days. Here is the exact LinkFetch + Claude prompt that surfaces these windows across your full account list every Monday.Recipe8 min read
  32. April 8, 2026The 20-Minute Monday Routine That Keeps a Freelance Pipeline FullMost freelancers lose pipeline during delivery. This Monday routine uses LinkFetch + Claude to identify 5 warm outreach targets every week, before the feast-and-famine cycle starts.Playbook11 min read
  33. April 4, 2026Building a daily outreach agent with Claude + MCPFrom zero to a Claude Desktop MCP connection running every morning at 09:00 CET. The exact config, the exact prompt, the credit math.Recipe10 min read
  34. March 28, 2026How our extension avoids LinkedIn bansFive ban-avoidance guardrails, per-account limits built around LinkedIn's detection, and why the user is always the principal.Deep dive12 min read
  35. March 19, 2026GDPR and CCPA for LinkedIn Data APIs: The Honest GuideWhich compliance claims are real, which are theater, and what your legal team should actually ask for in a DPA.Deep dive13 min read