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Tutorial

How to Scrape Google Maps Leads via Search API

Extract business leads from Google Maps with structured API. Get names, addresses, ratings, and review counts for cold outreach.

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Google Maps search via API returns structured business data (name, address, phone, rating, review count, website) at $0.005/query. This replaces manual Maps scraping and delivers leads ready for cold email enrichment.

Prerequisites

  • Python 3.8+
  • Scavio API key
  • Target niche and location

Walkthrough

Step 1: Define your search parameters

Set query (e.g. 'plumbers'), location, and result count.

Step 2: Send Maps search request

POST to Scavio search endpoint with Google Maps as the target.

Step 3: Parse and filter results

Filter by rating, review count, and website presence for quality leads.

Step 4: Export to CSV for outreach

Save filtered leads to CSV format for email enrichment tools.

Python Example

Python
import requests, os, csv

H = {'x-api-key': os.environ['SCAVIO_API_KEY'], 'Content-Type': 'application/json'}
resp = requests.post('https://api.scavio.dev/api/v1/search',
    headers=H, json={'query': 'plumbers Austin TX', 'country_code': 'us'})
data = resp.json()
leads = [r for r in data.get('local_results', []) if r.get('rating', 0) >= 4.0]
with open('leads.csv', 'w') as f:
    w = csv.DictWriter(f, ['title', 'address', 'phone', 'rating', 'reviews'])
    w.writeheader()
    for l in leads:
        w.writerow({'title': l.get('title'), 'address': l.get('address'), 'phone': l.get('phone'), 'rating': l.get('rating'), 'reviews': l.get('reviews')})
print(f'Exported {len(leads)} leads')

JavaScript Example

JavaScript
const H = {'x-api-key': process.env.SCAVIO_API_KEY, 'Content-Type': 'application/json'};
const resp = await fetch('https://api.scavio.dev/api/v1/search', {
  method: 'POST', headers: H,
  body: JSON.stringify({query: 'plumbers Austin TX', country_code: 'us'})
});
const data = await resp.json();
const leads = (data.local_results || []).filter(r => r.rating >= 4.0);
console.log(`Found ${leads.length} qualified leads`);

Expected Output

JSON
Exported 12 leads
# leads.csv contains: name, address, phone, rating, review count

Related Tutorials

  • How to Enrich Cold Email Data with Search API
  • How to Build a Lead Gen Pipeline with Search API

Frequently Asked Questions

Most developers complete this tutorial in 15 to 30 minutes. You will need a Scavio API key (free tier works) and a working Python or JavaScript environment.

Python 3.8+. Scavio API key. Target niche and location. A Scavio API key gives you 50 free credits on signup.

Yes. The free tier includes 50 credits on signup, which is more than enough to complete this tutorial and prototype a working solution.

Scavio has a native LangChain package (langchain-scavio), an MCP server, and a plain REST API that works with any HTTP client. This tutorial uses the raw REST API, but you can adapt to your framework of choice.

Related Resources

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Glossary

Google Maps Lead Extraction

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Use Case

Google Maps Local Agency Lead Gen

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Start Building

Extract business leads from Google Maps with structured API. Get names, addresses, ratings, and review counts for cold outreach.

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