LinkedIn engagers scraper
Build a tool that scrapes who engaged with a LinkedIn post or profile for outbound sales, sold per export.
The idea, in plain language
This is an outbound sales tool that finds people who engage with LinkedIn posts or creator accounts, enriches them, and exports or messages them for sales campaigns. It makes money per export, per seat, as an agency service, or as part of a managed outbound system. Customers are startups, local service agencies, consultants, and sales teams that already know which niche audiences they want to reach. The detailed agent playbook cites watching 10-20 creator accounts, scraping engagers with Apify API Maestro actors, enriching through GitLeads, Apollo, Origami or Prospeo, Million Verifier or LeadMagic, and running email plus LinkedIn outreach for about $200/month for roughly 10K emails; the credit-card consulting example quotes $875 calls and $231K in the first full year from LinkedIn-led client acquisition.
Where the sources agree
- LinkedIn engagement can reveal warm or at least contextually relevant prospects.
- The workflow needs scraping, enrichment, messaging, and reply management to be useful.
- Automation is most valuable when paired with a specific niche or offer.
- Outbound systems can support agencies, SaaS products, and consulting businesses.
Where they differ
- Greg's Lindy demo emphasizes no-code agent swarms across many workflow types, not just LinkedIn scraping.
- Cody Schneider gives a much more concrete LinkedIn engagers to cold outreach stack with tools and monthly cost estimates.
- Koerner's credit-card consulting episode is not a scraper product, but shows LinkedIn as a client acquisition channel for a high-ticket service.
- One playbook is software-led, while another is a consulting offer supported by LinkedIn presence.
What each source says
IsenbergI built 5 AI Agents in 36 Minutes to save me 20+ hours of work a week
Flo Crivello demos no-code AI agents for scraping, prospecting, outreach, scheduling, and CRM-style relationship management.
Watch on YouTubeIsenbergMarketing Agents Masterclass (GROW your startup)
Cody Schneider builds a marketing agent that watches 10-20 LinkedIn creator accounts, scrapes engagers, enriches them, and runs outbound for about $200/month per 10K emails.
Watch on YouTubeKoernerThe Credit Card Side Hustle No One Talks About
Colin Stroud built a credit-card points consulting business with $875 calls and $231K in first-year revenue, getting most clients from LinkedIn.
Watch on YouTubeTools people use for this
Pre-built scrapers plus hosted actors for custom jobs — the fastest way to ship a scraping service.
Links marked “affiliate” may earn us a commission at no extra cost to you. They never change rankings or fit scores — see our disclosure.
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