Google Maps is the largest free database of local business data in the world. Every business listed has a name, phone, website, address, rating, and more all publicly visible. The right scraping tool turns that into a usable lead list in minutes. The wrong one wastes your afternoon. Here are the best options in 2026.

How we evaluated each tool

We compared tools across five dimensions that actually matter for sales teams and cold callers:

If you do cold calling, run a sales agency, or just need a fresh list of local businesses, Google Maps is a goldmine. Every business listed there has a name, phone number, website, rating, and address all public, all free. The problem is getting it out of Google Maps and into a spreadsheet you can actually use. This guide shows you exactly how to do that in 2026, step by step, with no coding and no technical skills required.

In this guide

1. What does "scraping Google Maps" actually mean?

2. What data can you get from Google Maps?

3. Is it legal to scrape Google Maps?

4. How to scrape Google Maps for free step by step

5. Exporting your leads to CSV, XLSX, or JSON

6. What to do with your Google Maps lead list

7. Frequently asked questions

What does scraping Google Maps actually mean?

Buying lead lists from data brokers is expensive, often outdated, and full of bad numbers. The good news is you don't need to pay for leads at all. This guide walks you through how to build a targeted cold calling lead list for free with real phone numbers, fresh data, and full control over the niche and geography you target.

In this guide

1. Why you shouldn't buy cold calling lists

2. What makes a good cold calling lead list?

3. The best free sources for cold calling leads

4. How to build your list using Google Maps

5. How to filter and qualify your leads

6. Loading your lead list into a dialer or CRM

7. Frequently asked questions

Why you shouldn't buy cold calling lists

Apify is a powerful general-purpose scraping platform. MapsHarvest is a purpose-built Google Maps lead scraper. Here's why that distinction matters and who each tool is right for.

In this comparison

1. TL;DR Bottom line up front

2. What is Apify and who is it for?

3. Setup & time to first lead

4. Pricing comparison

5. US coverage & automation

6. Full feature table

7. Verdict

TL;DR