🍽️ Grubhub Restaurant Reviews Scraper

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🎯 Overview

Extract detailed customer reviews and ratings from any Grubhub restaurant page. This powerful scraper collects comprehensive review data including ratings, reviewer information, order details, menu items, and sentiment analysis.

✨ Features

• 🔍 Scrapes detailed review information from Grubhub restaurant pages
• ⭐ Captures star ratings and review content
• 👤 Includes reviewer details (name, type, review count)
• 📊 Provides order accuracy and food quality metrics
• 🍜 Lists ordered menu items
• 📅 Includes review and order timestamps
• 😊 Includes sentiment analysis
• 💪 Built-in proxy rotation and anti-blocking measures

💡 Use Cases

• Market research and competitor analysis
• Restaurant performance monitoring
• Customer satisfaction tracking
• Menu item popularity analysis
• Review sentiment trending

🔧 Input Parameters

• restaurantUrls: Array of Grubhub restaurant URLs to scrape
• maxItems: Maximum number of reviews to collect (optional)
• proxyConfiguration: Proxy settings (optional)

📦 Output

Detailed JSON format containing:

• Restaurant URL
• Review content and rating
• Reviewer information
• Order details and timestamps
• Menu items ordered
• Sentiment analysis
• Customer feedback metrics

💪 Benefits

• Reliable and efficient data collection
• Rich, structured review data
• Built-in rate limiting and retry mechanism
• Automatic proxy rotation
• Production-ready stability

🎮 Sample Usage

Input Example

A full explanation of an input example in JSON.

{
"restaurantUrls":[
"https://www.grubhub.com/restaurant/noodle-world-1935-s-atlantic-blvd-monterey-park/2249885/"
],
"maxItems":50
}

Output sample

The results will be wrapped into a dataset which you can always find in the Storage tab. Here's an excerpt from the data you'd get if you apply the input parameters above:

And here is the same data but in JSON. You can choose in which format to download your data: JSON, JSONL, Excel spreadsheet, HTML table, CSV, or XML.

[
{
"restaurantUrl":"https://www.grubhub.com/restaurant/noodle-world-1935-s-atlantic-blvd-monterey-park/2249885/",
"content":"I love the variety and the food is always great",
"reviewer":"Maria",
"star_rating":5,
"diner_type":"Regular",
"review_count":2,
"review_created_date":1735333733067,
"order_placed_time":1735328684418,
"reviewer_last_order_from_customer_date":0,
"id":"c6c459b0-c496-11ef-99b1-9b2490cb3d38",
"brand":"grubhub",
"sentiment":"Positive",
"responses":[],
"menu_items":[
{
"id":"20522860476",
"name":"THAI COFFEE"
},
{
"id":"20522860413",
"name":"21. Seafood Tom Yum."
}
],
"facet_responses":{
"order_accuracy":"Yes",
"food_quality":"Yes"
}
},
 ...
]

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