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🍽️ Restaurant Menu Intelligence

Restaurant Menu Dataset
Structured Items & Pricing Data

Extract complete restaurant menu data β€” item names, categories, ingredients, pricing, offers, and reviews β€” from the world's top food delivery platforms. Ideal for market research, price benchmarking, and AI model training.

Zomato Swiggy UberEats Talabat Deliveroo DoorDash
live-menu-data.scraperscoop.com
πŸ“‹ Menu items & categories πŸ’° Live pricing & discounts ⭐ Ratings & reviews πŸ“ Delivery zone coverage πŸ“Š CSV, JSON & API delivery 🌍 50+ countries covered
Data Schema

What Menu Data We Extract

Granular, structured data points across every dimension of a restaurant's menu β€” delivered clean and ready to use for analytics, dashboards, and AI models.

🍽️ Menu Items
  • Item name & description
  • Category & sub-category
  • Veg / Non-veg / Vegan flag
  • Portion sizes & variants (Small/Medium/Large)
  • Customisation options & add-ons
  • Popularity score / bestseller tag
  • Spice level (Mild/Medium/Hot)
  • Preparation time estimates
  • Seasonal availability flags
  • Item images & media URLs
πŸ’° Pricing & Offers
  • Base price per item
  • Discounted / promo price
  • BOGO & combo deals
  • Platform-level surge pricing
  • Historical price tracking (30/90/365 days)
  • Tax & service charge breakdown
  • Bundle pricing details
  • Members-only pricing
  • Early bird / happy hour discounts
  • Minimum order for discount eligibility
🏒 Restaurant Info
  • Restaurant name & brand
  • Cuisine type & category
  • Location & delivery zones
  • Operating hours (breakfast/lunch/dinner)
  • Overall rating & review count
  • Contact & address details
  • Average delivery time
  • Restaurant photos & ambiance media
  • Certifications (Halal, Organic, etc.)
  • Chain vs independent flag
⭐ Reviews & Ratings
  • Per-item star ratings (1-5)
  • Review text & sentiment analysis
  • Most-ordered / bestseller tag
  • Common complaints & praises
  • Verified purchase flag
  • Review timestamps & trends
  • Reviewer location & anonymity status
  • Response from restaurant owner
  • Helpful votes count
  • Image attachments in reviews
πŸ“¦ Order & Delivery
  • Delivery charges & taxes
  • Packing & service fees
  • Estimated delivery time
  • Minimum order value
  • Free delivery threshold
  • Peak hour surcharge
  • Distance-based delivery fees
  • Schedule order availability
  • Delivery partner information
  • Contactless delivery options
πŸ₯— Nutritional Data
  • Calorie count per item
  • Allergen information (nuts, dairy, gluten, etc.)
  • Full ingredients list
  • Dietary labels (Jain, Halal, Kosher, Vegan)
  • Macronutrient breakdown (Protein, Carbs, Fats)
  • Health score / wellness tags
  • Sodium & sugar content
  • Fiber content
  • Vitamin & mineral information
  • Serving size specifications
πŸ“Š Menu Analytics
  • Item popularity ranking
  • Price elasticity metrics
  • Category performance analysis
  • Menu engineering scoring
  • Cross-selling opportunities
  • Seasonal menu trends
  • New item launch performance
  • Price change impact analysis
  • Competitor menu gap analysis
  • Customer preference clustering
Source Platforms

Food Platforms We Scrape

We extract menu data from the world's leading food delivery and restaurant discovery platforms β€” at any scale, across 50+ countries.

Zomato
Swiggy
UberEats
Talabat
Deliveroo
DoorDash
Foodpanda
Just Eat
Grubhub

Don't see your platform? Tell us your requirements β€” if it's on the web, we can scrape it. We support 50+ food delivery platforms globally.

Premium Reliability

Why Businesses Trust ScraperScoop

Built for scale, accuracy, and speed β€” everything your menu data pipeline demands. Trusted by 500+ restaurants, aggregators, and market research firms worldwide.

⚑

High-Speed Extraction

Scrape thousands of menus across hundreds of restaurants in minutes with our high-concurrency engine built for enterprise scale.

🎯

City & Cuisine Targeting

Filter by city, cuisine type, rating threshold, or delivery zone for hyper-targeted menu datasets tailored to your specific market needs.

πŸ“Š

Analysis-Ready Format

Structured, clean data delivered in CSV, JSON, or Excel β€” ready to drop into dashboards, BI tools, or ML pipelines without any preprocessing.

πŸ›‘οΈ

Safe & Ethical Scraping

We use residential proxies and compliant methods β€” zero platform disruption, zero bans, zero legal risk. Fully GDPR and CCPA compliant.

πŸ”„

Scheduled Refresh

Stay current with automated daily, weekly, or real-time updates as menus and prices change. Never miss a price update or new menu item.

πŸ§ͺ

Free Sample Available

Request a free sample dataset before committing β€” validate quality and schema fit for your use case. No credit card required.

Strategic Applications

Menu Data Use Cases

Transforming raw menu data into competitive advantages for every industry β€” from restaurant chains to investment firms.

Use CaseStrategic Benefit
πŸ’° Price BenchmarkingCompare menu pricing across platforms and competitors to optimise your own pricing strategy and maximise margins.
πŸ“Š Competitor AnalysisTrack rival restaurants' menu updates, new launches, promotional cycles, and customer sentiment in real time.
πŸ“ˆ Demand ForecastingIdentify bestseller items and high-demand categories to plan inventory, staffing, and supply chain efficiently.
🎯 Menu OptimisationAnalyse item ratings and review sentiment to remove low performers, promote winners, and optimise menu engineering.
πŸ€– AI / ML Model TrainingFeed recommendation engines, dynamic pricing models, and NLP sentiment tools with fresh, structured menu data.
🌍 Market ExpansionDiscover cuisine gaps, underserved zones, and high-potential locations before launching a new outlet or cloud kitchen.
πŸ“Š BI DashboardsIntegrate real-time menu and pricing analytics directly into your internal reporting tools for data-driven decisions.
🏦 Investment ResearchUse menu data as alternative data for due diligence on restaurant chains and food tech companies.
How It Works

The ScraperScoop Process

From requirement to delivery β€” a streamlined four-step workflow built for speed and precision. Get your menu data in days, not weeks.

01
Requirement Sync

You define the target platforms, cuisines, cities, and specific data fields you need extracted from restaurant menus.

02
Custom Scraper Build

Our engineers build platform-specific scrapers to bypass anti-bot systems, CAPTCHAs, rate limits, and dynamic content.

03
Data Validation

Every dataset undergoes automated QA β€” 99.9% accuracy, zero duplicates, clean structured output, and schema validation.

04
Delivery & Sync

Delivered via secure cloud storage, CSV download, REST API, or integrated directly into your data pipeline or database.

Pricing

Plans for Every Business Size

Start small and scale as you grow β€” no hidden fees, no long-term contracts.

$430/mo

Starter Plan

  • Track up to 3 marketplaces
  • Monitor 5,000 mentions/reviews
  • Weekly data updates
  • Flexible delivery (CSV & JSON)
  • Standard email support
Start Tracking Data β†’
Custom

Enterprise Plan

  • Unlimited marketplace coverage
  • Unlimited mention tracking
  • Near real-time or hourly updates
  • Guaranteed SLA & uptime
  • 24/7 priority support
Talk to Experts β†’
FAQ

Frequently Asked Questions

Everything you need to know about our restaurant menu dataset β€” from data quality to delivery formats.

πŸ“‹ What platforms do you support?

We support Zomato, Swiggy, UberEats, Talabat, Deliveroo, DoorDash, Foodpanda, Just Eat, Grubhub, Postmates, Menulog, and 20+ other food delivery platforms globally across 50+ countries.

πŸ’° Can I get a free sample?

Yes! Request a free sample dataset through the form below β€” we'll provide real menu data from your target city or cuisine. No credit card required, no obligation.

πŸ“Š What formats do you deliver?

CSV, Excel, JSON, JSONL, or direct API integration. We also support scheduled exports to S3, BigQuery, Snowflake, Redshift, and other cloud data warehouses.

πŸ”„ How often can I refresh data?

Choose from one-time snapshots, daily updates, weekly refreshes, or real-time streaming via webhooks. We also support delta updates to capture only changed items.

🌍 Do you cover all cities?

Yes β€” we can target specific cities, neighborhoods, zip codes, or nationwide coverage depending on your requirements. We support scraping at city, state, and country levels.

πŸ”’ Is scraping legal?

We use ethical, compliant scraping methods with residential proxies. All data is publicly available and used for business intelligence. We respect robots.txt and rate limits.

⏱️ How fast is delivery?

One-time datasets are delivered within 24-48 hours. For recurring subscriptions, first delivery typically within 3-5 business days, then automated per your schedule.

πŸ“ˆ Can you extract historical data?

Yes β€” we can scrape historical menu data, price changes, and review archives dating back several years depending on platform availability.

πŸš€ Start Your Project

Get Your Free Consultation

Tell us about your data needs β€” we'll respond within 2 hours with a custom solution.

  • βœ“
    Free consultation β€” No obligation, just expert advice
  • βœ“
    Sample data included β€” See quality before you buy
  • βœ“
    Custom quote β€” Tailored to your volume and needs
  • βœ“
    Fast turnaround β€” Most projects start within 48 hours

πŸ“§ Email: info@scraperscoop.com

πŸ“§ Email: work.scraperscoop@gmail.com

Start Extracting Data Today

Tell us your requirements and get a custom quote within 15 minutes.

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