Menus, fees and ratings, captured by neighbourhood.
Restaurant groups, food brands and delivery operators all need the same view: what is on offer, at what price and how it is rated, street by street. We capture menus, fees and restaurant listings from delivery apps and local listing platforms for the areas you care about.
What makes this industry hard to track.
Menus change constantly
Items, prices and modifiers change often and differ by branch. Menu capture has to be structured at item and option level.
App versus in-store prices
Many restaurants charge more on delivery apps than in store. Comparisons need to know which channel a price comes from.
Location-dependent listings
Which restaurants appear, and their fees, depend on the delivery address. Captures must be anchored to fixed points.
Messy cuisine labels
Cuisine categories and dish names are inconsistent. Classification is needed before market mix can be analysed.
Eight data points our clients rely on.
Menu item price
Price per dish and size, including add-ons and modifiers.
Delivery fee and minimum order
Fees and thresholds shown for each capture address.
Estimated delivery time
Quoted ETA at the time of capture.
Ratings and review volume
Restaurant rating and number of ratings per platform.
Cuisine and category
Cuisine type mapped to a standard classification.
Active promotions
Discounts, free-delivery offers and combo deals.
Opening hours and status
Listed hours and whether the restaurant is online at capture.
New and closed restaurants
Listings first seen or no longer present, by area.
An illustrative extract.
| Date | Source | City / area | Cuisine | Menu item | Price | Currency | Delivery fee |
|---|---|---|---|---|---|---|---|
| 2026-06-18 | Delivery App A | Manama / Seef | Lebanese | Chicken shawarma plate | 3.200 | BHD | 0.500 |
| 2026-06-18 | Delivery App B | Singapore / Tanjong Pagar | Japanese | Salmon teriyaki bento | 16.80 | SGD | 3.49 |
| 2026-06-18 | Delivery App C | Rio de Janeiro / Botafogo | Burgers | Double cheeseburger combo | 54.90 | BRL | 7.99 |
| 2026-06-18 | Delivery App D | Los Angeles / Silver Lake | Mexican | Carne asada burrito | 14.25 | USD | 2.99 |
| 2026-06-18 | Delivery App E | London / Shoreditch | Indian | Chicken tikka masala | 13.95 | GBP | 1.99 |
Illustrative rows. Sources, markets and fields are agreed with you during scoping.
How teams put it to work.
Menu price benchmarking
Comparable dish prices for your concept and nearby competitors by area, to support menu engineering and channel pricing.
White-space analysis
Counts of restaurants by cuisine and rating per neighbourhood, showing under-served areas for new sites or virtual brands.
Platform fee monitoring
A record of delivery fees, minimum orders and platform promotions by app and area over time.
Related industries
Can you capture full menus, including options?
Yes. We capture items, sizes, add-ons and modifiers in a structured format, so you can compare a base dish and a fully loaded one separately.
How do you choose capture locations?
You give us addresses, postcodes or a grid, and we capture listings and fees from each point. The same points are reused on each run so changes are comparable.
Can you track restaurant openings and closures?
Yes. By comparing listings between runs we record restaurants first seen and those no longer present in each area. Temporary offline status is recorded separately from permanent removal.
Do you collect customer reviews?
We can collect ratings and review text for sentiment analysis, while minimising personal data such as reviewer names. Scope is agreed against the privacy laws in each market.