Uber Eats Store Search Scraper 🍽️

Scrape detailed information about restaurants and stores from Uber Eats search results. Perfect for market research, competitor analysis, and tracking food delivery trends! 🔍

Features ✨

• Extract comprehensive store data from Uber Eats search results
• Support multiple search URLs for batch processing
• Collect detailed store information including:
  • Store name and unique ID
  • Operating status and availability
  • Ratings and review counts
  • Precise location (latitude/longitude)
  • High-quality store images in multiple resolutions
  • Store URLs and ordering status
  • Favorite status and orderability

Use Cases 💡

• Market research and competitive analysis
• Track restaurant availability and ratings
• Monitor food delivery market trends
• Analyze restaurant distribution in specific areas
• Build restaurant databases with rich metadata

Output Data Structure 📊

The actor provides detailed JSON output for each store, including:

• Basic store information (ID, name, URL)
• Current status and availability
• Rating metrics (score, review count, raw score)
• Precise geolocation data
• Multiple resolution store images
• Store accessibility information

Input Parameters 🎯

• searchUrls: Array of Uber Eats search result URLs to scrape
• maxItems: Maximum number of items to scrape
• proxyConfiguration: Optional proxy settings for enhanced reliability

Tips 💪

• Use location-specific search URLs for targeted results
• Adjust maxItems based on your needs
• Consider using proxies for better reliability
• Search URLs can be obtained by performing searches on Uber Eats website

Input Example

A full explanation of an input example in JSON.

{
    "searchUrls": [
        "https://www.ubereats.com/search?eventSource=topCategory&pl=JTdCJTIyYWRkcmVzcyUyMiUzQSUyMkFkb2xmbyUyMFN1JUMzJUExcmV6JTIwTWFkcmlkJUUyJTgwJTkzQmFyYWphcyUyMEFpcnBvcnQlMjIlMkMlMjJyZWZlcmVuY2UlMjIlM0ElMjJDaElKQVFBQUFOQXhRZzBSNzg2RkQtb2xkMjQlMjIlMkMlMjJyZWZlcmVuY2VUeXBlJTIyJTNBJTIyZ29vZ2xlX3BsYWNlcyUyMiUyQyUyMmxhdGl0dWRlJTIyJTNBNDAuNDg5NTE0NyUyQyUyMmxvbmdpdHVkZSUyMiUzQS0zLjU2NDI3NjQlN0Q%3D&q=Pizza&sc=SEARCH_SUGGESTION&searchType=GLOBAL_SEARCH&vertical=ALL"
    ],
    "maxItems": 60
}

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.

[
    {
        "searchUrl": "https://www.ubereats.com/search?eventSource=topCategory&pl=JTdCJTIyYWRkcmVzcyUyMiUzQSUyMkFkb2xmbyUyMFN1JUMzJUExcmV6JTIwTWFkcmlkJUUyJTgwJTkzQmFyYWphcyUyMEFpcnBvcnQlMjIlMkMlMjJyZWZlcmVuY2UlMjIlM0ElMjJDaElKQVFBQUFOQXhRZzBSNzg2RkQtb2xkMjQlMjIlMkMlMjJyZWZlcmVuY2VUeXBlJTIyJTNBJTIyZ29vZ2xlX3BsYWNlcyUyMiUyQyUyMmxhdGl0dWRlJTIyJTNBNDAuNDg5NTE0NyUyQyUyMmxvbmdpdHVkZSUyMiUzQS0zLjU2NDI3NjQlN0Q%3D&q=Pizza&sc=SEARCH_SUGGESTION&searchType=GLOBAL_SEARCH&vertical=ALL",
        "storeId": "c82326c7-0d86-572c-87f4-2195dc5aff6c",
        "storeName": "Pizza Wallet",
        "status": {
            "isOpen": true,
            "statusText": "40 min"
        },
        "rating": {
            "score": "3.6",
            "reviewCount": "19",
            "rawScore": 3.5714285714285716
        },
        "location": {
            "latitude": 40.4409,
            "longitude": -3.6754
        },
        "images": [
            {
                "url": "https://tb-static.uber.com/prod/image-proc/processed_images/64525afeea85e5f56b777037d9d2cac1/30be7d11a3ed6f6183354d1933fbb6c7.jpeg",
                "width": 2880,
                "height": 2304
            },
            {
                "url": "https://tb-static.uber.com/prod/image-proc/processed_images/64525afeea85e5f56b777037d9d2cac1/cc592037c936600295e9961933037e19.jpeg",
                "width": 1080,
                "height": 864
            },
            {
                "url": "https://tb-static.uber.com/prod/image-proc/processed_images/64525afeea85e5f56b777037d9d2cac1/d9be3fc772fc6c0fd6b3471e291aa823.jpeg",
                "width": 750,
                "height": 600
            },
            {
                "url": "https://tb-static.uber.com/prod/image-proc/processed_images/64525afeea85e5f56b777037d9d2cac1/0c09274e3b12c8246a05970e1ef9d835.jpeg",
                "width": 640,
                "height": 512
            },
            {
                "url": "https://tb-static.uber.com/prod/image-proc/processed_images/64525afeea85e5f56b777037d9d2cac1/7835428b286acb57646a256c897c0e9e.jpeg",
                "width": 550,
                "height": 440
            },
            {
                "url": "https://tb-static.uber.com/prod/image-proc/processed_images/64525afeea85e5f56b777037d9d2cac1/fa23f51b9c499b035a68831c96e1821e.jpeg",
                "width": 240,
                "height": 192
            }
        ],
        "storeUrl": "https://www.ubereats.com/store/pizza-wallet/yCMmxw2GVyyH9CGV3Fr_bA",
        "isFavorite": false,
        "isOrderable": true,
        "availabilityState": "NOT_ACCEPTING_ORDERS"
    },
    ...
]

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