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Local Business Data Collection

Local business data collection turns public listings from Google Maps, Yelp, Tripadvisor, and similar platforms into a usable local market map. Instead of only collecting names and addresses, teams can understand which businesses operate in a city, who has stronger ratings, who is open longer, where competition is dense, and which locations are useful for sales, expansion, partnerships, or monitoring.

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Questions This Solves

  • Market coverage: Which restaurants, hotels, clinics, retailers, or service providers exist in a city, district, or postal code?
  • Competitive strength: Which businesses have higher ratings, more reviews, longer hours, and stronger visibility?
  • Operating status: Which listings are closed, open on weekends, open late, or missing key data?
  • Expansion opportunity: Which areas have low business density, unmet demand, or strong lead potential?
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Core Data Model

Data Layer
Example Fields
Business Identity
Name, category, brand, listing URL, Place ID / CID
Location
Address, city, district, postal code, latitude, longitude
Reputation
Rating, review count, review highlights, recent review trend
Operations
Opening hours, closed days, special status, phone, website
Commercial Signals
Price level, service tags, photo count, chain status
Data Governance
Source platform, crawl time, deduplication ID, refresh cycle
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Collection Architecture

City/category seed list → Local search discovery → Business detail enrichment → Rating and hours validation → Deduplication → BI / CRM / map dashboard

This 6-step path works well as a solution diagram, moving from search criteria to a usable local business database.

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Thordata Product Fit

SERP API

Best for Google Local searches like “dentist in Austin” or “hotels near Shinjuku.” It supports keywords, language, country, location, Place ID/CID, and pagination for business discovery and local ranking checks.

Web Scraper API

Best for structured Google Maps and Yelp business data. It supports Yelp inputs such as category, location, search URL, business URL, and reviews, making listings and review extraction easier.

Residential Proxies

Best for custom large-scale data pipelines across multiple cities and countries. Thordata provides 100M+ residential IPs across 190+ locations, with country, city, state, and ISP targeting.

Web Unlocker / Scraping Browser

Best for Tripadvisor-style travel pages, dynamic reviews, scrolling content, JavaScript rendering, and pages that require full browser interaction.

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Products and Pricing

Web Scraper API

7-day free trial with 5,000 credits; 30,000 credits at $1.00/1K credits, down to $0.50/1K credits at 3,000,000 credits.

SERP API

7-day free trial with 5,000 responses; 15,000 responses at $1.20/1K responses, down to $0.70/1K responses at 1,000,000 responses.

Residential Proxies

$2.00/GB for 1GB; high-volume pricing down to $0.65/GB at 5000GB.

Web Unlocker

10,000 responses at $1.30/1K responses, down to $1.00/1K responses at 200,000 responses.

Scraping Browser

$5.00/GB for 1GB, down to $2.50/GB at 500GB.

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Use Cases

Local SEO and Google Local ranking monitoring

Restaurant, hotel, clinic, and retail location databases

Yelp rating, review count, and opening-hour tracking

Tripadvisor travel business, attraction, and accommodation research

City-level competitor mapping and trade-area analysis

Sales, franchise, partnership, and expansion lead list updates

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Frequently asked questions

It is used to build city, district, or category-level business databases and analyze locations, ratings, review counts, opening hours, and competitive density.

No. Google Local works well with SERP API, Yelp can use Web Scraper API parameters, and Tripadvisor-style dynamic pages often fit Web Unlocker, Scraping Browser, or custom extraction.

Store crawl time and refresh high-change fields like opening hours, ratings, and review counts more often than stable fields such as address or phone number.

Use business name, address, phone number, coordinates, Place ID / CID, and listing URL for deduplication, while keeping platform sources for verification.

Use Thordata only for lawful public data collection. Do not collect login-protected data, nonpublic information, sensitive personal data, or anything prohibited by platform terms, local law, or Thordata’s AUP.