Creativity isn't just making choices; it's building systems that make routine choices for you. In this walkthrough, I teach freelancers and builders how to construct an automated B2B lead extraction engine using Make.com and SerpApi. Instead of manual Google Maps prospecting, this workflow scrapes targeted local businesses based on strict parameters (like low review counts) and routes them into a structured Google Sheets CRM.

From my messy middle, I deliberately documented the raw debugging process, including handling API loop errors, utilizing the "Skip" error handler, and leveraging Claude to parse raw JSON data when direct emails are hidden.

To transform this raw, 7-minute technical build into a clear, teachable lesson, I bypassed manual video timeline editing entirely. I used Descript as a headless studio, applying "Remove filler words," "Shorten word gaps," and "Studio Sound" to automatically strip out API loading silences, "uhms," and hesitations. The machine builds the product, and Descript polishes the documentation. Descript link(https://share.descript.com/view/vAC6eZJvzvP ) Make.com scenario -you can make a copy (https://eu1.make.com/public/shared-scenario/Pta5NnGa2oZ/integration-serp-api-http-open-ai-chat-g ) X(https://x.com/ydgsgiwhs/status/2097577460690727201?s=20 ) Youtube(https://youtu.be/1AqajlMpXGQ )