Scraping 10,000 Leads with Apify + GPT (Yes, Legally)

🔍 Intro: Data is the New Oil — And Apify is the Drill I had a client needing B2B contacts in a niche market with no public datasets.Google was useless. LinkedIn had limits.Enter: Apify + GPT.

🔍 Intro: Data is the New Oil — And Apify is the Drill I had a client needing B2B contacts in a niche market with no public datasets.Google was useless. LinkedIn had limits.Enter: Apify + GPT.

🔍 Intro: Data is the New Oil — And Apify is the Drill

I had a client needing B2B contacts in a niche market with no public datasets.
Google was useless. LinkedIn had limits.
Enter: Apify + GPT.

🛠️ What I Did (No-Code Style)

  1. Used Apify actors to scrape public directories

  2. Cleaned the data inside Apify

  3. Piped it into GPT-4 to generate personalized messages

  4. Synced into Make.com for full follow-up automation

🤯 Results: $100K Client Pipeline in 7 Days

Client got:

  • 10,000 leads

  • 2,000 personalized cold emails

  • 174 replies in a week

  • 3 enterprise demos booked

All automated. Zero manual work.

🤝 Want me to build your lead engine?
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