Notes from the field.
What we learn building an LLM-friendly business-data API: pipelines, agent design, the boring infra, the legal edges.
Local Business Outreach Guide: Segment + Convert
Local business outreach that gets replies: segment by category and city, personalize with reviews and ratings, stay compliant. Full playbook.
AI Agent Lead Generation Pipeline: Find + Draft
Wire an AI agent to find businesses via API and draft personalized outreach via API - with human approval before send. Real, code-verified calls.
Cold Outreach Personalization at Scale (2026)
Personalize cold outreach at scale with real business context - reviews, ratings, categories - not {{first_name}}. Before/after examples inside.
B2B Prospecting Tools Compared: 4 Honest Categories
B2B prospecting tools compared honestly: data APIs, scrapers, directories, all-in-one platforms. Which fits your job, budget, and control level.
Google Places API Terms: Scraping, Storage + Cache
What Google's Maps Platform terms really allow: the no-scraping clause, what you may cache and store, attribution rules, and the compliant path to storable data.
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.
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