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★★★★★ Rated 5.0 on Clutch & Trustpilot

Food data scraping & AI intelligence for restaurants, grocery & alcohol brands

We extract menu prices, SKU availability, reviews and nutrition data from 200+ food platforms across 40+ countries — with AI demand forecasting, real-time price monitoring and review sentiment built in.

500+Brands served
200+Platforms tracked
40+Countries covered
99.9%Data accuracy
Live · multi-platform feed Live
Menu items extracted today4.2M ▲ 3.1%
Price changes flagged18,640 ▲ 12%
Review sentiment accuracy96%
Demand forecast confidence92%

Food data scraping services powering decisions at

5★ on Clutch & Trustpilot GDPR & CCPA aligned SOC 2 compatible Halal-compliance ready Public data only
// The 2026 food-data problem

Your competitors changed their menu four times this week. Did you notice?

Menus, prices, promos and SKUs shift daily across thousands of locations and platforms. Without continuous data, you're driving blind — and margin is gone before you ever see it.

01

Blind to competitor moves

Rivals re-price and re-bundle weekly. Manual checks catch a fraction — too late to react.

02

Data that arrives messy

Scrapes of platforms break, fields drift, and your analyst spends days cleaning instead of deciding.

03

No cross-market view

Each city or country lives in its own silo, so you can't compare or roll up the real picture.

04

Insights stuck in spreadsheets

Raw exports never reach the BI tools and teams that could actually act on them.

05

Tools that break constantly

In-house scrapers snap whenever a layout changes — gaps in history, unreliable signals.

06

Demand you can't predict

Without clean inputs, forecasting stays guesswork — and over- or under-stocking eats margin.

// Food data scraping verticals

Five scraping verticals. One AI intelligence platform.

Pipelines purpose-built around the food world — restaurant menus, grocery & q-commerce, and regulated products — unified into one schema and refreshed on your schedule.

Restaurant & menu data

Live menus, prices, ratings and promotions from delivery platforms in 40+ countries.

DoorDashUber EatsSwiggy
Explore vertical

Grocery & quick commerce

SKU pricing, stock and hyperlocal data from grocery and q-commerce platforms.

InstacartBlinkitZepto
Explore vertical

Alcohol, tobacco & vape

Regulated-product pricing, age-gates, licensing and compliance across catalogs.

Total WineBevMoReserveBar
Explore vertical

Coffee & beverage

Café chains, energy drinks, juices, tea and functional beverages — pricing & menu data.

StarbucksCostaFunctional
Explore vertical

Health & specialty diet

Plant-based, organic, keto, halal supplements — labels, ingredients & compliance data.

VeganOrganicHalal
Explore vertical

Custom & enterprise

Anything beyond the five verticals — multi-platform pipelines, real-time feeds, SLAs, white-label dashboards.

Talk to us
// AI intelligence suite

AI food intelligence: forecasting, pricing, sentiment and more.

Beyond raw extraction, our intelligence layer turns food data into the signals your team already plans around: demand, price, sentiment, and compliance.

AI demand forecasting

Predict SKU and menu-item demand by city and season using historical order and pricing signals.

Real-time price monitoring

Track competitor prices, promotions, delivery fees and surge across every platform the moment they change.

Reviews & AI sentiment

NLP that scores millions of reviews and ratings — surfacing what customers love, hate and want changed.

Cloud & dark-kitchen tracking

Monitor virtual brands, ghost kitchens and multi-brand operators across delivery platforms before rivals do.

Foodservice lead intelligence

Verified restaurant and foodservice contact lists, enriched with buying signals — fuel for distributor sales teams.

Nutrition & allergen data

Extract structured nutrition, allergen, calorie and macro data — meeting USA, UK and Gulf labeling rules.

// How it works

From "what to track" to data in your stack — in days, not quarters.

1

Tell us what to track

Share your platforms, regions and fields. We scope a pipeline around your exact decisions.

2

We build & QA

Our engineers build anti-block extraction and a two-pass QA layer so the data lands clean.

3

Delivered to your stack

Receive it as datasets, API, feeds or dashboards — Snowflake, BigQuery, S3, BI tools.

4

Monitored & refreshed

Self-healing pipelines refresh on your schedule, with alerts when something shifts.

// Food data case study

A UAE QSR chain lifted margin 18% in 90 days.

Structured data replaced a three-person manual research team, with daily refresh, AI demand forecasting and competitor price benchmarking across 5 delivery platforms and 5 emirates.

+18%Gross margin in 90 days
−62%Time spent on manual research
3 → 0Analysts on manual scraping
6 hrsSaved per pricing cycle

"We stopped guessing what competitors were charging. Food Data Scrape gave us a daily, accurate price & menu view across every emirate — and our margin followed."

— Head of Strategy, leading UAE QSR chain

Read the full case study

Representative outcomes from a 2026 client engagement. Specific numbers vary by scope.

// What clients say

Teams that stopped guessing — and watched margin follow.

★★★★★

"We replaced a three-person research team, and our pricing decisions got faster and far sharper across every emirate."

icons
VP, StrategyLeading QSR chain · UAE
★★★★★

"Clean data lands in Snowflake every morning. Our category managers finally trust the numbers they plan around."

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Head of CategoryNational grocery retailer
★★★★★

"They cover platforms our in-house scrapers could never keep alive — zero gaps in over two years of data."

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Data LeadQuick-commerce app
// Global food data coverage

Food data coverage in 40+ countries — USA, UK, UAE, India & more.

Live food-data pipelines in the world's biggest delivery, grocery and alcohol markets — including dedicated platform coverage for the USA, UK, UAE, India, Singapore, Australia, Saudi Arabia, Germany and beyond.

United States

The world's largest food-data market, with live pipelines across DoorDash, Uber Eats, Grubhub, Instacart, Walmart, Amazon Fresh and more — with city-level and 24-hr refresh granularity.

9,000+US ZIPs / cities tracked
9Live US platforms
24-hrRefresh granularity
JSON / CSV / APIDelivery formats

Platforms we cover live

DoorDashUber EatsGrubhub InstacartWalmartAmazon Fresh PostmatesDrizlyKroger

Also covering 40+ markets: Singapore · Australia · Saudi Arabia · Germany · Spain · France · Brazil · Canada · Japan & more.

See your competitors' live menus & pricing — within a week.

Book a strategy call
// Why choose Food Data Scrape

Why teams choose us over freelancers & in-house tools.

Anyone can scrape a single page once. Delivering accurate, reliable food data at enterprise scale — across thousands of platforms, for years, with self-healing pipelines and full compliance — is a different discipline entirely.

Anti-blocking infrastructure

Enterprise proxy rotation, adaptive crawlers and AI-driven fingerprinting that keep collecting where freelancers and in-house tools get blocked.

99%+ accuracy & QA

A multi-layer validation pipeline removes duplicates, fixes broken fields and standardizes schema, so the data reaches you decision-ready.

75+ in-house engineers

A dedicated specialist team — not anonymous freelancers — owning your pipeline end to end.

Self-healing pipelines

When a target site changes, our crawlers adapt automatically — no gaps in history, no late-night fire drills.

Shaped to your stack

Fields, formats, frequency and delivery — your choice. From Snowflake and BigQuery to S3, BI tools and webhooks.

Compliance-aligned

Public data only, GDPR & CCPA aligned, custom DPAs and transparent sourcing — your legal team can sign off.

// Security & compliance

Built so your legal & procurement teams say yes.

Serious data buyers don't just ask "can you get it?" — they ask "is it compliant, and can our lawyers sign off?" Here's how we make that an easy yes.

Public data only

We collect strictly public-facing web data — never private accounts, logins or paywalled content.

GDPR & CCPA aligned

Privacy-by-design and data minimization baked into every pipeline we run.

SOC 2-aligned processes

Access controls, encryption in transit and at rest, and full audit logging.

Custom DPA & MSA

We sign the data-processing and master agreements your procurement team requires.

Transparent sourcing

Full visibility into exactly what's collected, from where, and how often it's refreshed.

Takedown & erasure support

Fast handling of deletion and right-to-erasure requests, with clear records.

// Sample food data

Real menus, prices & reviews — in JSON, CSV & API.

This is the actual data you'd receive: clean, structured, schema-validated restaurant and menu data from real platforms across the USA, UK, Singapore and India — available as JSON, CSV, REST API or live dashboards.

menu_prices_sample.json · live preview
Platform Restaurant Item City Price Δ 7d Rating
Uber Eats Burger Co. Classic Double New York $11.49 +4.0% 4.6
DoorDash Pizza House Margherita 12" Chicago $14.00 −2.1% 4.4
Deliveroo Sushi Bar Salmon Set London £18.50 +1.3% 4.8
Swiggy Curry Point Butter Chicken Mumbai ₹340 0.0% 4.5
Grubhub Taco Stand Carne Asada Austin $9.25 +6.4% 4.3

Delivered directly into your stack

SnowflakeGoogle BigQueryAWS S3 Power BITableauGoogle Sheets REST APIWebhooks
// Live dashboards

Your data as a live dashboard — not a spreadsheet.

The most-requested way to consume food data. Track competitor pricing, menu changes and sentiment in real time — drill down by region, platform and SKU, share with your team, or white-label for clients.

  • Real-time refresh on your schedule
  • KPIs built for your category — pricing, menu, share-of-shelf
  • White-label & shareable with your team or clients
  • Drill down by region, platform & SKU
Competitor Pricing — North America Live
All platforms ▾Last 30 days ▾USA ▾Category: Burgers ▾
Avg item price
$12.40▲2.1%
Price changes 7d
18,640
Promo coverage
34%
Avg price index by platform
$12.40
Uber Eats
$13.10
DoorDash
$10.90
Grubhub
$11.80
Instacart
$9.60
Walmart
// Insights & research

Research, benchmarks & the blog teams actually read.

Original analysis on food & retail data — pricing trends, q-commerce shifts, scraping how-tos, and the annual flagship report.

FREE FLAGSHIP REPORT
The State of Food & Retail Data 2026
50+ pages · 1,000+ data points · updated quarterly

AI-generated trends across restaurant menus, grocery & alcohol data.

Where food & retail data is heading in 2026 — pricing volatility, q-commerce expansion, the rise of dark kitchens, and how AI is reshaping demand. Free, no credit card required.

Get the free report

Latest from the blog

View all articles
// Pricing & engagement

Start with a free pilot. Scale when it works.

Food data is custom by nature, so pricing is scoped to your platforms, fields, volume and refresh. Most teams start with a free pilot and grow from there — no long contract just to find out if it's a fit.

Pilot

Free

Prove the quality before you commit anything.

  • One platform & category
  • Structured sample in 48 hours
  • Your format — JSON / CSV
  • Schema & quality review call
Start free pilot
Most popular

Growth

Custom / month

Ongoing, monitored pipelines for growing data needs.

  • Multiple platforms & markets
  • Scheduled feeds, API & dashboards
  • Self-healing pipelines + QA
  • Email & chat support
Get a quote

Enterprise

Custom

For mission-critical, large-scale data programs.

  • Everything in Growth
  • Custom SLAs & dedicated engineer
  • White-label dashboards
  • DPA / MSA & priority support
Talk to sales

All plans: public data only · GDPR & CCPA aligned · delivered in your formats & tools.

// FAQ

Questions teams ask before they start.

Is web scraping food data legal?

We collect strictly public-facing web data and operate GDPR- and CCPA-aligned, with public-data-only sourcing and custom DPAs available. We don't access private accounts or resell proprietary third-party datasets — your legal team can review our sourcing before you start.

How fast can you deliver a first sample?

For most standard platforms we deliver a free, structured data sample within 48 hours of scoping, so you can validate quality and schema before committing to anything.

What formats and tools do you deliver into?

JSON, CSV, REST API, scheduled feeds, flat files and live dashboards — delivered into Snowflake, BigQuery, AWS S3, Power BI, Tableau, Google Sheets or via webhooks.

How do you handle sites that block scrapers or change layouts?

Enterprise anti-blocking infrastructure plus self-healing pipelines that adapt automatically when a target site changes — so you get continuous history without gaps.

Can you cover my specific platforms and countries?

We run live pipelines across 200+ platforms in 40+ countries, and build custom coverage on request. Tell us your platforms and regions and we'll confirm feasibility during scoping.

How is pricing structured?

Pricing is custom and scoped to your platforms, fields, volume and refresh frequency. Most engagements start with a free pilot so you can prove value before scaling.

Array
(
    [ip] => 208.109.38.66
    [hostname] => 66.38.109.208.host.secureserver.net
    [city] => Phoenix
    [region] => Arizona
    [country] => US
    [loc] => 33.4484,-112.0740
    [org] => AS26496 GoDaddy.com, LLC
    [postal] => 85003
    [timezone] => America/Phoenix
)
Get a Free Food Data Sample

Get a Free Food Data Sample in 48 Hours.

Tell us your platforms, target markets and required fields — we'll map exactly what's possible with food data scraping, recommend the right approach, and send a working sample so you can verify quality before any commitment.

Free pilot — 1,000 records, no credit card
48-72 hour sample turnaround
GDPR-aligned · public data only · NDA on request
5★ rated on Clutch, GoodFirms & Trustpilot
Singapore Office
60 Paya Lebar Rd, #11-22
Paya Lebar Square
Singapore 409051
India Office
202, Nr. Indraprastha Business Park
Makarba, Ahmedabad
Gujarat 380051

Request a strategy call

Unknown

Thanks — our data team will reach out within 48 hours with your sample.