Data source

Yelp scraper

Yelp's coverage of North American restaurants, bars and local services is deeper than any map product, and its listings are curated rather than self-claimed.

How it works

Listings are found with a site-restricted search against yelp.com, matching your keyword and city. Only /biz/ URLs are kept, so results are businesses rather than review pages, user profiles or collections.

Nothing logs in and no Yelp account is used. Only the public listing URLs a search engine already indexes are read.

The profile carries no email address, and its bio link is not read — that would mean fetching the profile page itself, which none of these platforms serve without a login. What the profile does give you is a business name and a place, and that is enough: GoLeadX looks the business up by name and city to find its own website. That site is then crawled. GoLeadX fetches the site's homepage and up to two contact-ish pages — contact, about, impressum, kontakt, imprint, team, support — and pulls every address, phone number and social link it finds, preferring an address on the business's own domain over a free mailbox. Every address is then checked for syntax, for a valid MX record on its domain, and — where SMTP verification is enabled — with a real probe against the receiving server. Results come back labelled valid, risky or invalid, and disposable domains are dropped.

What you get back

FieldWhere it comes from
Business nameFrom the listing title, cleaned of Yelp suffixes.
Listing URLThe public /biz/ page.
Email + statusFrom the business's own site, verified.
Website + phoneWhere the business publishes them.

What it is good for

US and Canadian hospitality

Restaurants, bars, cafés and hotels have denser Yelp coverage than almost any other source, including Maps.

Home and personal services

Contractors, salons, auto shops and cleaners maintain Yelp listings because customers still search there first.

Cross-checking a Maps list

A business on both is a business that is actively maintained, which is a useful quality signal before you spend a send on it.

What it cannot do

  • Coverage outside North America is thin. In most of Europe and Asia, Maps or the platform sources will return far more.
  • Yelp does not publish business email addresses, so nothing in your export came from Yelp itself.
  • A business whose name and city do not match a findable website resolves to a name and a listing URL and nothing more.

Questions

01 Does this pull reviews or ratings?
No. It returns the business and its contact details. Review text and star ratings are not collected.
02 How is this different from the Google Maps source?
Different index. Yelp is deeper on North American hospitality and services; Maps is broader everywhere else and returns a structured address and category before any crawling. Running both on one niche and letting the results deduplicate is a common approach.
03 Is it useful outside the US?
Rarely. If you are searching a European or Asian city, spend the credits on Maps and web search instead.

Other sources

Every plan includes all eleven. Running two on the same niche costs only the credits — results deduplicate, so the overlap is not charged twice.

See all eleven sources →

Try it on a niche you know

The fastest way to judge any source is to run it against a market you already understand and check the rows against what you know. That takes about a minute.

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