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How to Replace Manual Google Maps Research with a Search API

An r/agencynewbies post described nights spent in Google Maps. Walk-through with Outscraper + Scavio + Hunter for the same job, automated.

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An r/agencynewbies post described the agency local-leadgen burnout: nights in Maps, opening sites, checking reviews, hunting emails. This walks the automated equivalent.

Prerequisites

  • Outscraper API key (free tier 500 records)
  • Scavio API key
  • Hunter API key
  • n8n or a Python script as orchestrator

Walkthrough

Step 1: Bulk pull Maps records via Outscraper

Per niche per city.

POST https://api.app.outscraper.com/maps/search
Api-Key: <key>
Query: 'plumber San Diego'
Limit: 500

Step 2: Iterate records: per-business Scavio qualification

5 dorks per record.

Text
// site:BUSINESS-DOMAIN -> active website?
// 'COMPANY review 2026' -> recent review tone
// 'site:linkedin.com/company COMPANY' -> social presence
// 'reddit COMPANY review' -> any community signal
// 'COMPANY contact' -> email/phone discoverability

Step 3: Score each record by signal density

Simple rubric.

Text
// Signal score: has website (1) + recent reviews >=5 (2) + LinkedIn (1) + reachable email/phone (2) + no Reddit complaints (1) = max 7

Step 4: Filter to top-N candidates by score

Quality > quantity.

Text
// Top 20% by score = real prospects worth a touch

Step 5: Email validate via Hunter

Drop accept-all and disposable.

GET https://api.hunter.io/v2/email-verifier?email={email}&api_key=<key>

Step 6: Push to Smartlead/Lemlist for outreach

Standard CSV import.

Text
// CSV: company, website, owner_name, email, phone, signal_score, source

Python Example

Python
# Per-niche-per-city math: 1K Outscraper records ($3) + 200 qualification queries Scavio ($0.86) + 200 email validations Hunter (~$3-5) = under $10 per cycle of 200 qualified prospects.

JavaScript Example

JavaScript
// Same flow in TS via Outscraper + Scavio + Hunter SDKs.

Expected Output

JSON
200 qualified, signal-scored prospects per niche-city cycle. Replaces ~10 hours of manual research with ~$10 of API calls. The only manual step is reviewing the top-tier list before send.

Related Tutorials

  • How to Find Procurement Managers in Spain via 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.

Outscraper API key (free tier 500 records). Scavio API key. Hunter API key. n8n or a Python script as orchestrator. 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

Use Case

Local Google Maps Prospecting Agency

Read more
Use Case

Google Maps Local Lead Gen

Read more
Best Of

Best Local Lead Gen Tools for Agencies in 2026

Read more
Comparison

Outscraper vs Search API Maps Endpoints (Scavio, SerpAPI)

Read more
Best Of

Best Google Maps Business Data APIs (May 2026)

Read more
Solution

Enrich Cold Email Campaigns with Google Maps Business Data

Read more

Start Building

An r/agencynewbies post described nights spent in Google Maps. Walk-through with Outscraper + Scavio + Hunter for the same job, automated.

Get Free API KeyRead the Docs
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