★★★★★ 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.

Book a strategy call See a live data sample

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

DoorDash Deliveroo Grubhub Swiggy Uber Eats Instacart

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.

Blind to competitor moves

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

Data that arrives messy

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

No cross-market view

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

Insights stuck in spreadsheets

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

Tools that break constantly

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

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.

Tell us what to track

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

We build & QA

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

Delivered to your stack

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

Monitored & refreshed

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

// 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."

VP, StrategyLeading QSR chain · UAE

★★★★★

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

Head of CategoryNational grocery retailer

★★★★★

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

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.

Check coverage for your market

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

★ 100+ DATASETS · CSV · JSON · PARQUET · UPDATED WEEKLY

Skip the scraping. Download ready-to-use datasets.

Pre-built, schema-validated and deduplicated — restaurants, menus, grocery SKUs, alcohol & more. Pick a dataset, get a sample, download today. No pipeline to build, no waiting.

FOOD DELIVERY · POPULAR🛵

Uber Eats Dataset

Menus, item prices, ratings & delivery fees across cities.

LiveCSV · JSON

FOOD DELIVERY🚗

DoorDash Dataset

US restaurant menus, pricing & delivery data.

LiveCSV

FOOD DELIVERY🍽

Deliveroo Dataset

UK & EU restaurant menu and pricing data.

LiveCSV

GROCERY · Q-COMMERCE🛒

Grocery & Q-Commerce SKUs

Blinkit, Zepto & Instacart SKUs, prices & availability.

WeeklyCSV

PRICING · HIGH DEMAND🏷️

Menu Price Comparison

Same items benchmarked across delivery platforms.

LiveCSV

LEADS · B2B📇

Restaurant Contact & Leads DB

Outreach-ready foodservice leads with buying signals.

EnrichedCSV

Browse all 100+ datasets →See top datasets →

// 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

Book a dashboard demo See live dashboards

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 View All Report

Insights & Research

Research, benchmarks & the insights teams actually read.

Original analysis on food & retail data — blog deep-dives, white papers, our weekly newsletter and the podcast.

FOODDATASCRAPE📈BLOG · Pricing ComparisonHow Can You Scrape Lidl UK Pricing Data for Regular Prices & Lidl Plus Offers Effectively?

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How Can You Scrape Lidl UK Pricing Data for Regular Prices & Lidl Plus Offers Effectively?

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Restaurant

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FOODDATASCRAPE📄FREE FLAGSHIP REPORTReal-Time Online Shelf Monitoring via Web Scraping

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Real-time online shelf monitoring via web scraping enables continuous pricing and availability tracking across platforms

Get the white paper →

Compliance

Hyperlocal Food Data Scraping for Regional Retail Driving Localized Pricing Intelligence in 2026

Scrape Demand Forecasting Using Historical Food Delivery Data to generate accurate insights, optimize operations, and predict future demand trends

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Research

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Newsletter

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D2C food Brand growth Scraping reveal emerging trends, consumer preferences, pricing strategies, and digital expansion opportunities for brands online.

Subscribe free →

Latest Issue

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Leverage real-time restaurant menu data scraping across 50+ cities to track pricing, availability, trends, and competition insights instantly.

Latest Issue

Navigating Global Food Commodity Price Alerts in a Volatile Market

Navigating global food commodity price alerts to track wheat, rice, and oil trends for smarter decisions worldwide.

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FOODDATASCRAPE✉️RESEARCH REPORT · WEEKLYGlobal Food and Retail Data Landscape 2026: Pricing Volatility, Q-Commerce & Dark Kitchen Intelligence

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Global Food and Retail Data Landscape 2026: Pricing Volatility, Q-Commerce & Dark Kitchen Intelligence

FoodDataScrape’s 2026 research report on food & retail data — menu pricing volatility, q‑commerce growth, dark kitchens, and how AI is reshaping demand. Free download.

Report free →

Latest Report

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Q-Commerce Dark Store Location Data Scraping in India enables hyperlocal insights, delivery optimization, and retail expansion strategies.

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Abu Dhabi Food Delivery Data Scraping from Keeta App enables structured restaurant intelligence, pricing insights, and competitive market analysis.

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FOODDATASCRAPE🎙️PODCASTScraping the World’s Plates: Global Flavor Trends Across the USA, India, UAE & UK

Podcast

Scraping the World’s Plates: Global Flavor Trends Across the USA, India, UAE & UK

Scraping the World’s Plates reveals global flavor trends across the USA, India, UAE & UK using food data scraping from menus, grocery listings, and delivery apps.

Listen now →

Episode 02

Scrape Quick Commerce Platforms for SKU, Price & Market Intelligence

Episode 03

Trending Global Menu Data Scraping – Discover 2025’s Hottest Food Trends

Episode 04

From Scraped Recipes to Future Dishes: Predicting Food Trends with Data

// 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

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.

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

info@fooddatascrape.com

Phone

+1 424 377 7584

Request a strategy call

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

Free Pilot Project

Custom & Enterprise

2026 AI Trend Report

Book AI Demo

White-Label SaaS

Live Demo

Local Market Sample

Don't see your market?

Free 2026 Food Data Report

Join 5,000+ Subscribers

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

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

Blind to competitor moves

Data that arrives messy

No cross-market view

Insights stuck in spreadsheets

Tools that break constantly

Demand you can't predict

Five scraping verticals. One AI intelligence platform.

Restaurant & menu data

Grocery & quick commerce

Alcohol, tobacco & vape

Coffee & beverage

Health & specialty diet

Custom & enterprise

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

AI demand forecasting

Real-time price monitoring

Reviews & AI sentiment

Cloud & dark-kitchen tracking

Foodservice lead intelligence

Nutrition & allergen data

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

Tell us what to track

We build & QA

Delivered to your stack

Monitored & refreshed

Teams that stopped guessing — and watched margin follow.

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

United States

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

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

Anti-blocking infrastructure

99%+ accuracy & QA

75+ in-house engineers

Self-healing pipelines

Shaped to your stack

Compliance-aligned

Built so your legal & procurement teams say yes.

Public data only

GDPR & CCPA aligned

SOC 2-aligned processes

Custom DPA & MSA

Transparent sourcing

Takedown & erasure support

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

Skip the scraping. Download ready-to-use datasets.

Uber Eats Dataset

DoorDash Dataset

Deliveroo Dataset

Grocery & Q-Commerce SKUs

Menu Price Comparison

Restaurant Contact & Leads DB

Your data as a live dashboard — not a spreadsheet.

Research, benchmarks & the blog teams actually read.

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

Research, benchmarks & the insights teams actually read.

How Can You Scrape Lidl UK Pricing Data for Regular Prices & Lidl Plus Offers Effectively?

How Does Blinkit & Zepto Competitive Data Scraping for FMCG Brands Improve Market Intelligence?

Why Do Companies Rely on Everli Grocery Data Scraping in Milan, Italy for Forecasting?

How Does Brunei Restaurant Data Scraping in Bandar Seri Begawan Improve Market Analysis?

Real-Time Online Shelf Monitoring via Web Scraping for Fast-Moving Grocery Ecosystems

Hyperlocal Food Data Scraping for Regional Retail Driving Localized Pricing Intelligence in 2026

Scrape Demand Forecasting Using Historical Food Delivery Data to Optimize Food Delivery Operations

Alternative Food Industry Data Scraping for Brand Performance Benchmarking

D2C Food Brand Growth Scraping Driving the Fastest Online Food Brands

Unlocking Growth with Real-Time Restaurant Menu Data Scraping Across 50+ Cities

Navigating Global Food Commodity Price Alerts in a Volatile Market

Decoding Quick Commerce Pricing with Blinkit vs Zepto Price Comparison Data Scraping

Global Food and Retail Data Landscape 2026: Pricing Volatility, Q-Commerce & Dark Kitchen Intelligence