Grubhub Scraper - Extract Restaurant Data, Menus & Reviews
Pricing
from $0.01 / 1,000 results
Grubhub Scraper - Extract Restaurant Data, Menus & Reviews
Scrape comprehensive restaurant data from Grubhub including menus, pricing, ratings, and delivery details. Perfect for market research, competitive analysis, and food industry intelligence. Research Restaurant Markets Track Menu Pricing Compare Platforms Build Restaurant Databases Analyze Trends
Pricing
from $0.01 / 1,000 results
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The Howlers
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Grubhub Restaurant Scraper - Menus, Prices, Ratings & Delivery Data
Scrape Grubhub for restaurant listings, full menus with pricing, ratings, delivery info, operating hours, and dietary tags. Extract data for food delivery market analysis, competitive pricing, and restaurant research.
Features
- Multi-Mode Scraping - Search, profile, and deep menu extraction
- Full Menu Extraction - Items, prices, descriptions, sizes, and dietary tags
- Cuisine Filtering - Pizza, Chinese, Mexican, Italian, Indian, Thai, Japanese, American, Mediterranean, and more
- Delivery Data - Fees, minimums, estimated delivery times
- Operating Hours - Full weekly schedule
- Dietary Tags - Vegetarian, vegan, gluten-free identification
- Price Level Filtering - $ to $$$$ categories
- Anti-Detection - Fingerprint injection for stealth browsing
- No Login Required - Works with public Grubhub data
- Demo Mode - Test with sample data before going live
Who Should Use This Actor?
Restaurant Owners
Monitor competitor pricing and menus on Grubhub. Compare delivery fees and minimum orders across your market.
Food Industry Analysts
Research cuisine distribution, pricing trends, and dietary accommodation across markets.
Franchise Operators
Track franchisee menu consistency and pricing across locations on Grubhub.
Menu Engineering Consultants
Compare menu structures, item descriptions, and pricing strategies across restaurants.
Marketing Agencies
Build prospect lists of restaurants for marketing outreach. Identify restaurants with low review counts.
Quick Start
Demo Mode (Free Test)
{"demoMode": true}
Search by Cuisine and Location
{"scrapeType": "search","searchTerm": "pizza","location": "Chicago, IL","includeMenu": true,"maxResults": 25,"demoMode": false}
Scrape a Specific Restaurant
{"scrapeType": "store_profile","storeUrl": "https://www.grubhub.com/restaurant/chicago-deep-dish-pizza","includeMenu": true,"demoMode": false}
Deep Menu Extraction
{"scrapeType": "menu","storeUrl": "https://www.grubhub.com/restaurant/your-restaurant","demoMode": false}
Input Parameters
| Parameter | Type | Default | Description |
|---|---|---|---|
scrapeType | string | search | Type: search, store_profile, menu |
storeUrl | string | - | Direct Grubhub restaurant URL |
searchTerm | string | - | Cuisine, restaurant name, or food type |
location | string | - | Delivery location (city, state) |
cuisineType | string | all | Cuisine filter |
includeMenu | boolean | true | Extract menu items and prices |
maxResults | integer | 50 | Maximum restaurants (1-500) |
proxyConfiguration | object | - | Proxy settings |
demoMode | boolean | true | Return sample data for testing |
webhookUrl | string | - | Webhook URL for results delivery |
Output Format
{"restaurantName": "Chicago Deep Dish Pizza","grubhubUrl": "https://www.grubhub.com/restaurant/chicago-deep-dish-pizza","cuisineTypes": ["Pizza", "Italian"],"address": "789 Michigan Ave, Chicago, IL 60611","city": "Chicago","state": "IL","rating": 4.6,"reviewCount": 1247,"deliveryFee": "$3.99","minimumOrder": "$15.00","deliveryTime": "30-45 min","priceLevel": "$$","operatingHours": {"monday": "11:00 AM - 11:00 PM","friday": "11:00 AM - 1:00 AM"},"menu": [{"category": "Deep Dish Pizzas","items": [{"name": "Classic Deep Dish","price": "$24.99","description": "Chunky tomato sauce, mozzarella, choice of toppings","dietaryTags": [],"sizes": ["Small", "Medium", "Large"]}]},{"category": "Salads","items": [{"name": "Caesar Salad","price": "$8.99","description": "Romaine, parmesan, croutons","dietaryTags": ["vegetarian"]}]}],"scrapedAt": "2026-01-28T10:30:00.000Z"}
Pricing (Pay-Per-Event)
| Event | Description | Price |
|---|---|---|
store_scraped | Per restaurant listing scraped | $0.003 |
menu_item_scraped | Per menu item extracted | $0.001 |
Example costs:
- 25 restaurants with 40 menu items: (25 x $0.003) + (1000 x $0.001) = $1.075
- 100 restaurants, profiles only: 100 x $0.003 = $0.30
- Demo mode: $0.00
Common Scenarios
Scenario 1: Cross-Platform Food Delivery Analysis
{"scrapeType": "search","searchTerm": "burger","location": "New York, NY","includeMenu": true,"maxResults": 50,"demoMode": false}
Run alongside DoorDash and Uber Eats scrapers for comprehensive market analysis.
Scenario 2: Dietary Accommodation Research
{"scrapeType": "search","searchTerm": "vegan","location": "Portland, OR","maxResults": 50,"includeMenu": true,"demoMode": false}
Scenario 3: Delivery Fee Comparison
{"scrapeType": "search","location": "Dallas, TX","maxResults": 100,"includeMenu": false,"demoMode": false}
Webhook & Automation Integration
Zapier / Make.com / n8n
- Create a webhook trigger in your automation platform
- Copy the webhook URL to
webhookUrl - Route results to Google Sheets, Airtable, Slack, etc.
Apify Scheduled Runs
Schedule weekly runs for ongoing menu monitoring.
Official API Alternatives
Grubhub does not offer a public data API.
Alternative sources:
- Yelp Fusion API - Restaurant data (free tier)
- Google Places API - Basic listings ($17/1000)
- DoorDash - No public API (see our DoorDash Scraper)
- Uber Eats - No public API (see our Uber Eats Scraper)
FAQ
Q: Do I need a Grubhub account?
A: No. Uses public restaurant data.
Q: Can I get dietary tag information?
A: Yes. Vegetarian, vegan, and gluten-free tags are captured when restaurants provide them.
Q: Why are some delivery fees different than expected?
A: Fees vary by location, order size, and promotions. The scraper captures publicly displayed fees.
Common Problems & Solutions
"No restaurants found"
- Check location spelling, try broader search
- Some areas have limited Grubhub coverage
"Menu items missing"
- Set
includeMenu: true - Some restaurants have minimal online menus
"Demo data showing"
- Set
demoMode: false- no account required
📞 Support
- Actor Arsenal: Full Actor Catalog
- Developer: John Rippy
Built by John Rippy | Actor Arsenal