Industry · Food & restaurants

Restaurant and menu data scraping service

See what every restaurant in your market sells, and for how much. We collect restaurant listings, full menus, menu prices, ratings and delivery-app data for the areas you choose, in one consistent dataset.

Example menu record

Restaurant
Restaurant 27 (burgers, 3 locations)
Item
Classic cheeseburger
Price
9.50 USD in store, 11.20 USD on Delivery app A
Rating
4.4 from 2,310 reviews
Area
Downtown
Observed at
2026-11-02 09:00 UTC
Every record links back to the page it came from. Download a full sample

Deliverables

Menu and location data in one table

Full menus and prices

Every item, category, description and price, including the different prices restaurants charge on delivery apps.

Restaurant listings

Locations, cuisine, opening hours, price level and ratings for every restaurant in the areas you choose.

Changes over time

Track menu price increases, new items and new or closed locations with each refresh.

Who it’s for

What teams do with it

Restaurant groups

Benchmark menu prices and items against nearby competitors before you change your own.

Food and drink brands

See which restaurants list your products or category, and at what price.

Delivery and market researchers

Measure restaurant coverage, pricing and menu inflation across areas.

How it works

From your brief to a delivered dataset

  1. Share areas and sources

    Tell us the cities or areas, cuisines and sites or delivery apps to cover. We confirm coverage and flag any concerns.

  2. Review a free sample

    Check real menus and listings from your area before you commit.

  3. Get data on schedule

    Weekly or monthly, in CSV, Excel, Google Sheets or via API. Scrapers are maintained when sites change.

Accuracy

Menu prices you can compare fairly

The same burger can have three prices depending on where it’s ordered. We record each price with its source, area and currency, standardise item names so you can compare like with like, and keep the source link on every record.

How we collect data ↗

Common questions

Which sites and delivery apps can you collect from?

Restaurant websites, listing and review sites and the public pages of delivery platforms. We check each source during scoping.

Do prices differ by location?

Often, yes. We collect menus per location or delivery area, so you see the real price in each place.

Can you collect reviews?

Yes: ratings, review counts and review text from public pages. Reviewer names are left out by default.

How often can menus be refreshed?

Weekly or monthly is typical, since menus change less often than retail prices.

Request your free sample

Send the areas and restaurants or cuisines you want covered. We’ll reply within one business day with a sample plan.

hello@furnishdata.com
  • Free sample before you pay
  • Public data, collected responsibly
  • Every record traceable to its source

Related service

Data extraction ↗