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

Best Way to Get Business Emails from Google Maps (2026)
Which tool actually gets you email leads, not just map pins? A practical comparison of Google Places API, scrapers, and business data APIs.

Best Local Business Lead Generation Tools (2026)
We compared the best local business lead generation tools of 2026 across APIs, no-code enrichment, scrapers, and CRMs. Find the right stack for your team and budget.

Apify vs Clay: Which Wins for Lead Data in 2026? (+Bright Data)
Apify vs Clay head to head - plus Bright Data and biz collect. Compare scraper actors, enrichment tables, email coverage, and pricing. Updated July 2026.

Free Business Leads API: What You Can Build for $0
What can you build with a free business leads API? Use 200 signup credits, no card, to prototype market maps, AI lead agents, and enrichment workflows. Start now.

Get Local B2B Leads Without Manual Research (2026)
Stop the manual Google searches and spreadsheet cleanup. Build a repeatable workflow that collects structured local B2B leads automatically. Step-by-step playbook.

Business Data API: The 2026 Guide to Choosing One
What is a business data API, what does it return, and how do you pick one? The 2026 buyer's guide to fields, freshness, and cost before you wire one in. Start free.

Map Any Local Market in 10 Minutes (2026 Guide)
Turn a city, industry, and radius into a local market map your sales, strategy, or investment team can use in about 10 minutes. Here's the exact step-by-step process.
Stop reading. Start shipping.
200 signup credits, no credit card, ten seconds from sign-up to first call.

