# Data Scraping for GTM Engineering: 100+ APIs to Give Claude Code Now

Page: https://stenobird.com/podcast/in-the-pit-with-cody-schneider-marketing-growth-startups-6006110/data-scraping-for-gtm-engineering-100-apis-to-give-claude-code-now
Text version: https://stenobird.com/podcast/in-the-pit-with-cody-schneider-marketing-growth-startups-6006110/data-scraping-for-gtm-engineering-100-apis-to-give-claude-code-now.md
Podcast: [In the Pit with Cody Schneider | Marketing | Growth | Startups](https://stenobird.com/podcast/in-the-pit-with-cody-schneider-marketing-growth-startups-6006110)
Published: 2026-09-22T20:29:48+00:00
Episode link: https://share.transistor.fm/s/153230bb
Audio file: https://media.transistor.fm/153230bb/8bc2af32.mp3
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JSON: https://stenobird.com/v1/public/podcasts/in-the-pit-with-cody-schneider-marketing-growth-startups-6006110/episodes/data-scraping-for-gtm-engineering-100-apis-to-give-claude-code-now
Duration seconds: 2019

## Resource

Brought to you by https://www.graphed.com/ Deploy AI Agents for Marketing + GTM Intro Most of the marketing data you want is public. It's just not exposed. Ad platforms show you what makes you spend more with them, and hide the rest. Adrian runs Scrape Creators, an API for public social data. He spent this episode listing almost 20 tools that get at the stuff platforms don't hand over — creator emails, Instagram stories, full tweet history, every nutritionist in the United States. The real takeaway isn't any one API. It's that chaining them together takes an afternoon now. Google Maps → email finder → Instantly → booked meeting. No engineer. Timestamps (02:34) A customer got busted by Meta this week — where Adrian draws the legal line (08:41) Outlier identification: rank a creator's catalog, pull the transcripts, extract the hooks (12:31) The non-technical build loop — API docs into Perplexity, Python into a vibe coding tool, one-shot app (21:16) Hiker API — Instagram emails, followers, and stories from behind the login (25:56) Google Maps at scale — Targetron, Serper.dev, and the email enrichment chain on top Find Adrian - scrapecreators.com - adrian@thewebscrapingguy.com - https://x.com/adrian_horning_ on X

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## Transcript

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