Scraping Google Business Profile data

Google renamed Google My Business to Google Business Profile, and the scraper market inherited three names for one job. Here is what profile data is actually extractable, what is not, and how to choose.

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Three names, one dataset

Google My Business became Google Business Profile in 2022, and Maps is where profiles are displayed. So "GMB scraper", "GBP scraper" and "Google Maps scraper" describe identical tooling reading identical public data. If you arrived here comparing tools across those names, you are comparing one category three times.

What a profile exposes publicly, and what it never does

Public, and extractable: business name, category, address (unless hidden as a service-area business), phone, website link, opening hours, star rating, review count, attributes, photos, and the place identifier. This is the standard export row.

Private, and not extractable by anyone: the owner's login email, profile insights (views, calls, direction requests), message threads, and anything else behind the dashboard. Tools implying access to owner contact details from the profile are actually crawling the linked website, with that method's 20-40% realistic hit rate. Knowing where the line sits is the fastest way to filter vendor claims in this category.

The profile-quality signals worth extracting for

Because GBP is something businesses maintain (or fail to), the export doubles as a profile-quality audit at metro scale:

  • Unclaimed and skeletal profiles: no website, no hours, near-zero reviews. Auto-created listings the owner never touched, and the canonical prospect pool for local-marketing services.
  • Low review count against a high rating: good businesses invisible in the local pack, the cleanest review-gap pitch there is.
  • Missing website field: roughly half of some trade categories, and a ready-made web-design prospect list.
  • Momentum between sweeps: join quarterly extractions on place ID and profiles that suddenly gained hours, photos and reviews are businesses that started investing in marketing.

Local SEO consultants build entire pipelines on these four signals; the consultant playbook works through it.

Choosing tooling for GBP data

Since every tool reads the same public profiles, the choice is delivery model, and it is the same triage as the wider category: extensions for occasional small lists, cloud platforms for scheduled pipelines, desktop flat-licence tools for repeated metro sweeps. The comparison holds the detail, and the 120-result ceiling applies to profile sweeps exactly as it does to everything else, so grid coverage remains the completeness question to ask any vendor.

Frequently asked

Is a Google Business Profile scraper different from a Google Maps scraper?
No. Google Business Profile (formerly Google My Business) is the system businesses use to manage their listing; Google Maps is where the listing is displayed. A GBP scraper, GMB scraper, Maps scraper and Map data extractor all read the same public listing data: name, phone, website, address, category, hours, rating and review count. The names differ because Google renamed the product; the data and the tools are the same category.
Can I scrape data that businesses entered in their Business Profile dashboard?
Only the parts Google publishes. Everything a scraper sees is the public face of the profile: the listing as any Maps user sees it. Dashboard-side data (insights, message history, the owner’s email and account details) is private to the business and is not on Maps to be extracted. Any tool claiming to extract profile owner emails from GBP is describing website crawling, not profile access.
Does an unclaimed profile show up in extraction?
Yes, and that is one of the most useful signals in the export. Google auto-creates listings from public data, and businesses that never claimed theirs still appear in search sweeps. Unclaimed and thinly maintained profiles (no hours, no website, few photos, low review counts) are exactly the prospect pool for local-marketing services, and extraction surfaces them at metro scale where casual browsing never would.
What is the best GBP scraper?
The category splits by delivery model rather than by GBP-specific features, because everyone reads the same public listings: browser extensions for small one-off lists, cloud APIs for scheduled pipeline extraction, desktop applications for repeated city-scale sweeps on a flat licence. The comparison guide lays the three models side by side; Lead Finder is the desktop one.