Food Data Scraping In UK Services, Built For Britain's Delivery Economy
Restaurant listings, live menus, pricing, offers, reviews and outlet locations pulled from every major UK food delivery platform structured, deduplicated, and delivered on a schedule you set. Our food data scraping in UK service turns fragmented delivery-app listings into one clean, analytics-ready feed.
Food Industry Overview In UK
The UK's food delivery and takeaway sector is one of the most mature and digitally advanced markets in Europe and one of the hardest to track by hand. Here's the landscape our pipelines are built for.
Between three dominant aggregators Just Eat, Deliveroo and Uber Eats a growing quick-commerce layer, direct QSR apps, and thousands of independent takeaways, restaurant data in the UK shifts constantly: new outlets open weekly, menus get re-priced by daypart, and offers rotate daily. Manual tracking cannot keep pace at this scale, which is why data teams, restaurant chains, and market researchers turn to food data scraping in UK pipelines instead of spreadsheets.
Our Food Data Scraping Services In UK
End-to-end coverage of the UK food data stack from raw extraction to analytics-ready delivery.
Restaurant Data Extraction
Names, cuisines, addresses, opening hours, and status across every listing platform in a UK city.
Menu Data Scraping
Item-level menus with variants, add-ons, meal deals, and category structure, refreshed on schedule.
Pricing & Offer Monitoring
Base price, peak-time price, discounts, and voucher code tracking across dayparts and platforms.
Reviews & Ratings Extraction
Star ratings, review text, sentiment tags, and rating trend history per outlet.
Delivery & Order Intelligence
Delivery time bands, minimum order value, delivery fee slabs, and serviceable postcode zones.
Location & Outlet Mapping
Geo-coordinates, outlet counts, dark-kitchen footprint, and postcode-level density mapping.
Food Delivery Data Scraping UK Platforms We Cover
Aggregators, quick-commerce operators, and direct-to-app ordering systems across Britain.
Coverage is built and maintained per client requirement, in line with each platform's public data and applicable UK terms of use, including UK GDPR-aligned handling of any personal data encountered.
UK Restaurant Data Extraction
A complete, deduplicated restaurant master list per city the foundation layer every downstream analysis depends on.
- Outlet name, brand, cuisine tags, and price band
- Opening hours and live/inactive status
- Cross-platform ID matching to remove duplicates
{
"restaurant_id": "WDC-LON-04821",
"name": "The Curry Leaf Express",
"platform": "Deliveroo",
"city": "London",
"locality": "Shoreditch",
"cuisines": ["Indian", "Bangladeshi"],
"avg_cost_for_two": 38,
"rating": 4.5,
"status": "open",
"last_scraped": "2026-07-10T09:12:00Z"
}
Food Price Data Scraping In UK & Offer Monitoring
Track how prices and discounts move across platforms and dayparts, down to the voucher-code level.
- Base price vs. platform peak-hour/surge price
- Active vouchers, flat-off and percentage-off offers
- Historical price change logs for trend analysis
| Item | Platform | Base £ | Offer |
|---|---|---|---|
| Veg Curry Meal | Just Eat | 9.99 | 20% OFF |
| 2 Pizza Deal | Domino's App | 15.99 | Flat £5 |
| Chicken Biryani | Deliveroo | 10.49 | 2for1 |
| Sunday Roast Special | Uber Eats | 12.99 |
Restaurant Reviews & Ratings Data Extraction
Structured review capture with rating history, so you can spot quality drift before it shows up in churn.
- Overall rating and delivery-experience sub-ratings
- Review text with date and reviewer tier
- Rating trend tracked over rolling 30/90-day windows
{
"restaurant_id": "WDC-MAN-01193",
"rating_overall": 4.2,
"rating_delivery": 4.5,
"review_count_30d": 268,
"rating_trend_90d": "+0.3",
"top_tags": ["fast delivery", "great value"]
}
UK Food Delivery Data Collection & Order Intelligence
Understand serviceability and delivery economics at the outlet and postcode level.
- Estimated delivery time bands by postcode
- Minimum order value and delivery fee slabs
- Serviceable radius and dark-kitchen assignment
| Locality | ETA | Min Order | Fee £ |
|---|---|---|---|
| Shoreditch | 20–28 min | £12 | 2.49 |
| Chorlton | 25–32 min | £15 | 3.49 |
| Digbeth | 18–24 min | £10 | 1.99 |
Restaurant Location & Outlet Data
Geo-tagged outlet data for footprint mapping, whitespace analysis, and competitor density studies.
- Latitude/longitude and full postal address (postcode)
- Outlet type: dine-in, delivery-only, dark kitchen
- Brand-wise outlet counts per city and borough
| Brand | City | Outlets | Type |
|---|---|---|---|
| Wingstop | Manchester | 9 | Dark Kitchen |
| Wagamama | Manchester | 14 | Dine-in |
| Franco Manca | Manchester | 6 | Delivery-only |
Food Data Fields We Extract
A standard field set that most engagements start from extended per client on request.
Scrape Food Datasets For UK Sample Restaurant Dataset
A preview of the raw fields our crawlers pull from food delivery platforms across UK cities this is a 10-row sample from a live dataset refreshed daily.
| # | Restaurant | Cuisine | City Area | Rating | Diet | Platforms | Price for two | Hours | Updated |
|---|---|---|---|---|---|---|---|---|---|
| 01 | The Curry Leaf | Indian | London Brick Lane | ★ 4.6 | Non-Veg | DLVJST | £42 | 12pm–11pm | 2026-07-10 05:40 |
| 02 | Nonna's Kitchen | Italian | Manchester Northern Quarter | ★ 4.5 | Non-Veg | JSTUBR | £36 | 12pm–10:30pm | 2026-07-10 05:55 |
| 03 | The Full English | British Café | Birmingham Digbeth | ★ 4.3 | Non-Veg | DLV | £22 | 7am–3pm | 2026-07-10 06:02 |
| 04 | Spice Trail | Bangladeshi | Bristol St Pauls | ★ 4.7 | Non-Veg | DLVJSTUBR | £34 | 5pm–12am | 2026-07-10 05:48 |
| 05 | Bao & Bun | Asian Fusion | Leeds City Centre | ★ 4.2 | Pure Veg | JST | £28 | 11am–10pm | 2026-07-10 06:07 |
| 06 | The Chip Shop | Fish & Chips | Glasgow Merchant City | ★ 4.4 | Non-Veg | DLVUBR | £16 | 11:30am–9pm | 2026-07-10 05:33 |
| 07 | Wok This Way | Chinese | Edinburgh Leith | ★ 4.3 | Non-Veg | JSTDLV | £30 | 12pm–11pm | 2026-07-10 06:15 |
| 08 | Taco Loco London | Mexican | London Camden | ★ 4.5 | Non-Veg | UBRDLVJST | £27 | 12pm–11:30pm | 2026-07-10 05:59 |
| 09 | The Pie Crust | British Pub Food | Liverpool Baltic Triangle | ★ 4.1 | Non-Veg | JST | £24 | 12pm–10pm | 2026-07-10 05:21 |
| 10 | Green Fork | Vegan | Cardiff City Centre | ★ 4.6 | Pure Veg | DLVUBR | £26 | 11am–9:30pm | 2026-07-10 06:20 |
🇬🇧 Sample records live UK food data API returns full datasets with all scraped fields across 180 cities
Access Full Dataset →UK Food Industry Use Cases
How teams put this data to work once it lands in their warehouse.
Competitive price benchmarking
Compare pricing across your outlets vs. competing brands, postcode by postcode.
Dark kitchen site selection
Identify underserved postcodes using outlet density and delivery-time data.
Dynamic menu optimisation
Spot high-performing items and pricing gaps across your catalogue.
Aggregator commission analysis
Reconcile listed prices against payouts across platforms.
Brand reputation monitoring
Track rating drift and review sentiment across outlets in near real time.
Market-entry research
Size a city's food delivery market before committing to UK expansion.
Industries We Serve
QSR & Restaurant Chains
Dark Kitchen Operators
Food Delivery Aggregators
FMCG & Packaged Food Brands
Market Research Firms
Investors & PE / VC Analysts
Pricing & Revenue Teams
Consulting & Advisory Firms
Benefits Of Food Data Scraping In UK
What structured, always-fresh food data actually changes for your team.
Faster decisions
Skip manual audits pricing and menu changes land in your pipeline within hours.
Nationwide coverage
See every outlet in a market, not just the ones your team can manually check.
Historical trendlines
Price, rating, and offer history that spreadsheets can't reconstruct after the fact.
Clean, deduped data
One restaurant record per outlet, matched across platforms no duplicate noise.
Analyst hours saved
Redeploy research time from data collection to actual analysis and strategy.
API-ready delivery
Plug data directly into your BI tools, dashboards, or internal systems.
Our Food Data Collection Process
Built with the same operational discipline used to track thousands of parcels a day across Britain's delivery networks a coded, repeatable system that scales without dropping a single record.
Scope & target mapping
We confirm platforms, cities, and the exact field set your use case needs.
Pipeline build
Custom crawlers and parsers are built per platform, respecting each site's structure and UK data-protection requirements.
Scheduled extraction
Data is pulled on the cadence you need hourly, daily, or weekly.
Cleaning & deduplication
Records are normalised, cross-platform matched, and validated before delivery.
QA & anomaly checks
Automated checks flag missing fields, price outliers, and broken listings.
Delivery & handoff
Final data lands in your chosen format or API endpoint, on schedule.
Restaurant Data API Scraping UK & Delivery Formats
Take the data however your stack consumes it.
CSV / Excel
Ready for spreadsheets and BI tools.
JSON
Nested, structured records for apps.
REST API
Query live data on demand.
Database push
Direct delivery into your warehouse.
{
"count": 3120,
"page": 1,
"results": [ "..." ],
"updated": "2026-07-10T06:00:00Z"
}
Cities Covered Across UK
Metro-first coverage that extends into regional towns as delivery platforms grow.
Frequently Asked Questions
We collect publicly available data and structure our pipelines around each platform's public listings and applicable UK law, including UK GDPR. We recommend clients review their own use case with legal counsel, especially for redistribution.
Refresh cadence is set per engagement commonly hourly for pricing/offers, daily for menus, and weekly for outlet/location data.
Yes we build custom field mapping per client rather than delivering a fixed template. Share your schema and we'll scope accordingly.
CSV, Excel, JSON, direct database push, or REST API access whichever fits your existing stack.
Yes, coverage extends beyond the eight major metros into tier-2 and tier-3 towns, scoped on request based on platform availability.
Fill in the form below with your city and platform of interest we'll share a free structured sample dataset within one business day.
Why Choose Our Web Data Crawlers?
Streamline Research
Automate data collection for comprehensive insights.
Save Time
Efficiently gather and analyze data from multiple sources.
Real-time Updates
Stay continuously informed with the latest information.
Competitive Advantage
Monitor competitors' activities and pricing strategies.
Insightful Analysis
Extract trends and patterns for strategic decision-making.
Market Intelligence
Aggregate data from diverse websites effortlessly.
Customizable Solutions
Tailored to fit specific business requirements seamlessly.
Enhanced Productivity
Streamline workflows and boost efficiency significantly.
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