Tang

8 min read. Updated on March 14, 2026

The Problem With Google Maps Scraping: Incorrect Data and Unverified Emails. | Tang

Scraping Google Maps for local business contacts creates incorrect data, unverified emails, and wasted cleanup. See why Tang uses AI and LLMs instead.

Direct answer

Google Maps scraping is useful for discovering businesses, but it is weak as a contact data system because listings rarely provide verified emails, role context, freshness, or a reliable decision-maker path.

Why scraped lists break down

Scraped local business rows often require cleanup, deduplication, website verification, role matching, and email validation before they are safe to use in outreach.

How Tang approaches the problem

Tang focuses on resolving the business, location, website, category, role context, and contact confidence before presenting records for review and export.

This server-rendered snapshot is provided so crawlers and AI answer engines can read the page content before the interactive Tang app loads.