Restaurant Data Intelligence for
Food Delivery Providers
Trusted by Fortune 500.
Get real-time data from all food platforms.
Food intelligence for every team in your organization
Different departments ask different questions. From sales teams hunting new restaurant leads to pricing teams tracking competitor fees, we structure our data around the decisions each team needs to make. Explore use cases and datasets by department below.
Current scope for the top food delivery providers
From global lead generation to granular pricing intelligence. Here is how we deliver real impact for platforms operating at scale across multiple markets.
Global food delivery leader - restaurant intelligence and lead generation across 16 markets
We work with a global food delivery leader to run a full-scale restaurant intelligence pipeline across 16 markets and 10 platforms, delivering matched and enriched venue data directly to their data warehouse on a guaranteed schedule.
Areas of collaboration:
- Restaurant lead generation - daily discovery of new venues across delivery platforms and Google Maps, continuously matched and flagged before competitors can act on them
- Pricing and competitor intelligence - multi-frequency tracking of delivery fees, ETAs, ratings, menu data, and promotional activity across all monitored platforms and markets
- Venue enrichment and social media - complete venue profiles including contact details, opening hours, menus, and monthly Facebook and Instagram data refresh for all tracked venues
Global food delivery leader - restaurant intelligence and lead generation across 16 markets
We work with a global food delivery leader to run a full-scale restaurant intelligence pipeline across 16 markets and 10 platforms, delivering matched and enriched venue data directly to their data warehouse on a guaranteed schedule.
Areas of collaboration:
- Restaurant lead generation - daily discovery of new venues across delivery platforms and Google Maps, continuously matched and flagged before competitors can act on them
- Pricing and competitor intelligence - multi-frequency tracking of delivery fees, ETAs, ratings, menu data, and promotional activity across all monitored platforms and markets
- Venue enrichment and social media - complete venue profiles including contact details, opening hours, menus, and monthly Facebook and Instagram data refresh for all tracked venues
Our CEO on the Food Delivery Market
Watch quick, actionable breakdowns where our CEO explains how we equip global platforms with the data needed to dominate the food delivery industry.
What food delivery providers want to understand with data
FoodDataLab use cases across food delivery departments
Why in-house food delivery data scraping costs more than you think
How our data serves pricing and marketing teams worldwide
Why comparing food delivery platform pricing is so hard?
Advanced Intelligence for the Global Food Ecosystem
Empower your strategy with our comprehensive data solutions. We provide deep, actionable insights across delivery, qCommerce, and online grocery platforms to help you monitor market share, optimize visibility, and track competitor dynamics with absolute precision.
Global Food Market Coverage
Comprehensive Restaurant Intelligence
Actionable Dashboards
Menu Intelligence
Promotions & Discounts
Enterprise-grade food data intelligence, built for scale
From the technology we own to the way we work with clients, every part of FoodDataLab is built to meet the standards that the world's leading food delivery platforms demand.
Multi-Layer QA
Every dataset goes through automated validation and manual refinement to catch what algorithms miss. You get data you can trust, not data you have to double-check.
In-House Proxy Network
We operate our own proxy network for reliable, uninterrupted access to platform data at scale. No third-party bottlenecks, no unexpected downtime, no compromised delivery.
ML-Powered Matching
Our machine learning models match venues, menus, and data points across platforms with high precision. Built and refined over years of vertical-specific experience.
High-Frequency
We collect at the frequency your decisions demand. From twice-daily tracking to weekly lead discovery, collection schedules are matched to the business question.
Mobile Apps Data
We deliver native mobile apps data, not just web interfaces. This gives you access to pricing, promotions, and availability data that web-only providers simply cannot reach.
Full-stack Infrastructure
We own and operate the full stack from scrapers and orchestration to cloud storage, matching, and QA. Faster delivery, fewer failure points, and no outside vendor dependencies.
Multi-Layer QA
Every dataset goes through automated validation and manual refinement to catch what algorithms miss. You get data you can trust, not data you have to double-check.
In-House Proxy Network
We operate our own proxy network for reliable, uninterrupted access to platform data at scale. No third-party bottlenecks, no unexpected downtime, no compromised delivery.
ML-Powered Matching
Our machine learning models match venues, menus, and data points across platforms with high precision. Built and refined over years of vertical-specific experience.
High-Frequency
We collect at the frequency your decisions demand. From twice-daily tracking to weekly lead discovery, collection schedules are matched to the business question.
Mobile Apps Data
We deliver native mobile apps data, not just web interfaces. This gives you access to pricing, promotions, and availability data that web-only providers simply cannot reach.
Full-stack Infrastructure
We own and operate the full stack from scrapers and orchestration to cloud storage, matching, and QA. Faster delivery, fewer failure points, and no outside vendor dependencies.
Every restaurant data point you need, in one place
We collect, match, and structure hundreds of data points across every dimension of the restaurant landscape. From venue identity and location to menus, pricing, delivery logistics, reviews, and CRM-ready lead data. Everything visible on a platform is captured, normalized, and delivered so your teams can stop hunting for data and start acting on it.
- Venue Name - The official name of the restaurant, store, or venue as displayed on the platform or Google Maps.
- Venue Category / Listing Type - Standardized classification of the venue (e.g., Restaurant, Retail, Grocery, Cafe, Bar).
- Virtual Brand / Dark Kitchen - Boolean flag indicating if the venue is a virtual brand (operating only in delivery apps without a physical dine-in storefront).
- Venue Chain / Franchise - The name of the restaurant chain the venue belongs to, if applicable.
- Contact Information - Venue's phone number (with country code) and email address (if publicly available).
- Organization / VAT ID - Official organization name, often determined from the venue's VAT ID or business registry.
- URLs & External Links - Direct links to the venue's profile on delivery apps, internal website, Google Maps, and Social Media profiles.
- Venue Description - Brief editorial summary describing the venue's offerings, specialty, or history.
- System Identifiers - Unique IDs including Group ID (correlating identical venues across different apps like Wolt/Glovo), Platform Source ID, Google Place ID, and CID.
- Exact Coordinates - Precise Latitude and Longitude of the venue.
- Full Address Details - Complete street address, city, country, district, and neighborhood.
- H3Geo Location - Highly precise spatial index (H3 format, resolutions 8 & 9) for advanced mapping and regional analytics.
- Geocoded / Normalized Address - Reverse-geocoded city, country, and address data used to fill in missing location gaps and standardize formats.
- Delivery Area / Cluster - Name of the specific delivery zone, custom cluster, or administrative city code the venue belongs to.
- User Distance - Normalized distance (in meters) from a specific user location pin to the restaurant.
- Live Open Status - Real-time flag indicating if the venue is currently OPEN, TEMPORARILY CLOSED, or PERMANENTLY CLOSED.
- Opening Schedule - Comprehensive weekly schedule with exact intervals (start/end times in minutes from midnight) for each day (e.g., MONDAY).
- Schedule Type - Distinction between physical storefront opening hours ("STORE") and actual delivery availability hours ("DELIVERY").
- Delivery Availability - Flag determining if the venue is actively accepting delivery orders, or if delivery is unavailable (forcing pick-up).
- Pick-Up / Dine-in Availability - Shows if the venue supports order pick-up, takeaway, or table service (Dine-in).
- Dispatch Type (Courier Info) - Crucial information stating whether deliveries are fulfilled by the platform's couriers ("PARTNER") or the restaurant's own drivers ("OWN DELIVERY").
- Delivery Time (ETA) - Advertised Minimum and Maximum estimated delivery times (in minutes).
- Delivery Range - The lower and upper geographical bounds (radius) of the delivery area.
- Preorder Availability - Flag indicating if the venue only accepts scheduled orders for a future time.
- Advertised Delivery Fee - The standard, visible base delivery fee presented to the user.
- Promotional Delivery Fee - The discounted delivery fee currently active due to a promotion.
- Free Delivery Threshold - The exact basket value required for the user to unlock free delivery.
- Hard Minimum Order Value (MOV) - The absolute minimum basket value required to place any order.
- Soft Minimum Order Value (MOV) - The basket value threshold displayed to the user before an additional surcharge is applied to the order.
- Price Range Data - Price bucket classification (e.g., ""€10–20"", ""), including the percentage of users reporting this price level.
- Cuisine Tags & Categories - List of dietary categories and cuisine types associated with the venue (e.g., Pizza, Vegan, Gluten-Free, Italian).
- Item Name & Description - Exact name and detailed ingredient description of every single menu item.
- Item Price - Current price of the menu item on the source platform.
- Menu Sections - Categorization of items within the menu (e.g., "Appetizers", "Main Courses", "Beverages").
- Menu Visuals / Images - Direct URLs to item photos, plus flags indicating whether a specific item has an image available.
- Menu Statistics - Aggregated counts of total menu items, items with images, and items with descriptions (useful for assessing menu quality).
- Specific Offerings - Granular service attributes (e.g., serves alcohol, serves vegetarian food, serves breakfast).
- Average Rating - The average user rating (normalized to a 0-10 or 1-5 scale depending on the platform).
- Review / Rating Count - The total volume of ratings or reviews (e.g., "1500+", "250 reviews").
- Promotions & Banners - Text of active, venue-based promotional banners (e.g., "Buy One Get One Free", "20% Off Main Courses").
- Item-Level Promotions - Specific discounts applied directly to individual menu items.
- Sponsored Status - Boolean flag indicating whether the venue has paid for a sponsored/boosted placement on the listing page.
- Social Media Followers - Total number of followers on the venue's social network accounts (SNS).
- Popular Times (Foot Traffic) - Hourly array data (0-100 scale) representing physical foot traffic and popularity peaks per day of the week (sourced from GMaps).
- Scrape Timestamps - Exact ISO8601 timestamps detailing when the venue was first discovered, and when the data was most recently updated.
- CRM Lead Data - "Is New Lead" flag, alongside mapped Salesforce Account IDs and Lead IDs for seamless CRM integration.
- Source Platform - The origin of the data (e.g., Wolt, Glovo, UberEats, GMaps, specific SNS).
Strategic Alignment & Integration Process
From first conversation to ongoing delivery, our process is designed to be low friction and fast to value. Most clients receive their first data within 7 days of the initial call.
Discovery call
Proof of Concept
Onboarding
Ongoing delivery
See the data before you commit
Request a free sample and we will show you exactly what our data looks like for your target market. No commitment, no generic demo. Just real data on the venues and platforms that matter to you.
- Free proof of concept for your target market
- Delivered in your preferred format
- No contract until you are satisfied
Need an NDA first? Just mention it in the form - we're happy to sign.