Notes from the field.
What we learn building an LLM-friendly business-data API: pipelines, agent design, the boring infra, the legal edges.

What Is a Startup Data API? Fields + Use Cases
What a startup data API is, the fields it returns (funding rounds, investors, firmographics), how it differs from a business data API, and how to choose one in 2026.

Google Places Scraper: Extract Business Data (2026)
Want to scrape Google Places? Compare DIY scrapers, the Places API, and a JSON business-data API that returns emails and 20+ fields. Start free.

How to Extract Emails From Any Website (2026 Guide)
Extract emails from any website: manual methods, regex, Python scripts, plus how to pull deduped on-domain contact emails at scale from a city search.

Make.com Lead Generation Workflow for Local Leads
Build a Make.com scenario that finds local businesses, polls the job, splits results, and writes verified leads to Google Sheets or your CRM. Full build.

Zapier Lead Generation Workflow for Local Leads
Build a Zapier Zap that finds local businesses and emails, then writes them to Sheets or HubSpot. Honest about Zapier polling limits, with the full setup.

MCP Server for Business Data: The Build Guide
How to give an AI agent live local business data over MCP: a runnable recipe that wraps an OpenAPI 3.1 spec as a tool, plus what biz collect ships and what it does not.

Google Maps Scraper Alternative That Returns JSON
Tired of brittle Google Maps scrapers that break? Get local business leads as clean JSON from one API built for automation and AI agents. See the workflow, start free.

How to Build an AI Lead Generation Agent (2026)
Build an AI lead gen agent in Claude, ChatGPT, or Codex that finds local businesses, verifies contacts, and writes CRM records. Tool schemas and code.

n8n Lead Generation Workflow (Step-by-Step, 2026)
Build an n8n workflow that finds local businesses, polls the job, filters contacts, and sends verified leads to Google Sheets or your CRM. Full step-by-step build.

Google Places API vs Scrapers: Which Gets Emails (2026)
Google Places API, Google Maps scrapers, or a business data API? Which one actually returns business emails, what each costs, and what Google terms allow.
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