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Engineering Guide · Geospatial & Lead Scraping7 min read·Updated 2026-11-04

How to Scrape Google Maps Local Business Leads with Python & Node.js (2026 Guide)

Bypass the 60-result limit of official map APIs by combining text search (/v1/places/search) and coordinate viewport scanning (/v1/places/nearby) at $0.20–$0.50 per 1,000 places.

Get Free API Key (2,000 Free Credits) →Run Live Code Example ↓

$1 = 10,000 Credits ($0.20–$0.50 / 1K Places) · 0 Credits for Empty Searches · All 8 Endpoints Included

Instant Quickstart · Copy & Run in 30 Seconds

Fetch Local Business Leads with Phone, Website & Coordinates

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import requests

API_KEY = "gm_live_your_api_key"
seen_places = {}

for zip_code in ["10012", "10013", "10014"]:
    res = requests.get(
        "https://api.googlemapsapi.io/v1/places/search",
        headers={"x-api-key": API_KEY},
        params={"q": f"coffee shops in New York, NY {zip_code}", "limit": 50},
        timeout=30,
    ).json()
    for place in res.get("data", []):
        seen_places[place["place_id"]] = place

print(f"Unique businesses collected: {len(seen_places)}")

Key Engineering Takeaways (TL;DR)

  • ✓Official Google Places Text Search caps results at 60 places per query (3 pages of 20) and bills $32.00 per 1,000 requests.
  • ✓To capture 100% of businesses across a dense metro area (e.g., all 1,800 restaurants in Manhattan), subdivide the city into a 0.02° × 0.02° latitude/longitude grid and query GET /v1/places/nearby.
  • ✓Deduplicate overlapping viewport pins using the canonical place_id (ChIJ...) or numeric cid returned on every record.
  • ✓Empty grid cells (parks, water, residential blocks) return 0 records and cost 0 Credits.

1. Why Single-Query City Searches Miss 85% of Local Businesses

Any single Google Maps search viewport returns at most 100–120 businesses ranked by prominence. If you search 'dentists in Los Angeles', you only see top-ranked clinics near downtown.

Comparison of Google Maps extraction strategies by recall and cost per 1,000 leads
Extraction StrategyMax Places per CityEndpointEffective Cost / 1K Places
Single City Text QueryUp to 100 placesGET /v1/places/search?q=dentists+in+Austin$0.20 – $0.50 / 1K
ZIP Code Loop1,500 – 4,000 placesGET /v1/places/search?q=dentists+78701$0.20 – $0.50 / 1K
Coordinate Grid Viewport Scan10,000+ places (100% recall)GET /v1/places/nearby?q=dentist&lat=...&lng=...&zoom=15$0.20 – $0.50 / 1K (0 on empty cells)

2. Querying /v1/places/search & Deduplicating by place_id

Every business returned by GoogleMapsAPI.io includes its canonical place_id, E.164 phone number, normalized website domain, and exact WGS84 coordinates.

Fetch Local Business Leads with Phone, Website & Coordinates

Run a synchronous search for local businesses and inspect normalized contact fields:

curl "https://api.googlemapsapi.io/v1/places/search?q=specialty+coffee+in+SoHo+New+York&limit=20" \
  -H "x-api-key: gm_live_your_api_key"

Interactive Engineering Workbench · GET /v1/places/search

Verify real-time latency, credit math & JSON schema

5,000 places/day
5,000 reviews/day
500 domains/day
HTTP Calls / Day
600
Up to 100 items/call
Credit Unit
$1 = 10,000
Unified across 8 routes
Empty Result Fee
0 Credits
$0.00 for 0 matches
Estimated Monthly Pipeline Cost (30 Days)
$54.00/ mo on Business ($76.95 on Pro)
Monthly consumption: 1,350,000 Credits (45,000 Credits/day)
GoogleMapsAPI.io (Business $0.20/1K):$54.00 / mo
Official Google Places API ($32/1K):$5175.00 / mo
Empty search / unfound email fee:$0.00 (0 Credits)
Start Free (2,000 Credits) →Full Rate Card

Frequently Asked Questions

How many concurrent requests can I run when scanning a large metro grid?
Starter accounts support 300 RPM (5 RPS), Growth supports 600 RPM (10 RPS), Pro supports 1,200 RPM (20 RPS), and Business supports 3,000 RPM (50 RPS).
Do I pay for grid coordinates that land on water or empty neighborhoods?
No. Whenever GET /v1/places/nearby or GET /v1/places/search returns 0 results, 0 Credits are deducted.

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