OpenTable Restaurants Scraper

Extract restaurant listing data from OpenTable for market research, lead generation, location analysis, and competitive tracking. Collect names, URLs, cuisine, prices, ratings, review counts, reservation activity, addresses, phone numbers, photos, and dining features.

Features

• Restaurant Listings - Collect structured restaurant records from OpenTable search, metro, neighborhood, cuisine, landmark, and profile URLs.
• Rich Business Details - Extract cuisine, price band, ratings, reviews, reservation counts, contact data, address, and photos when available.
• Pagination Support - Automatically collects multiple listing pages until your result or page limit is reached.
• Clean Dataset - Empty values are removed so exports stay compact and easier to analyze.
• Flexible Inputs - Start from a broad metro page, a filtered search page, or a direct restaurant profile.

Use Cases

Restaurant Market Research

Compare restaurants across cities, neighborhoods, cuisines, and price ranges. Use ratings, reviews, reservations, and location fields to understand competitive density.

Lead Generation

Build targeted restaurant prospect lists with names, URLs, phone numbers, cuisine types, neighborhoods, and addresses.

Location Analysis

Map restaurant coordinates and compare cuisine concentration by city or area.

Competitive Monitoring

Track restaurants over time and monitor changes in ratings, price bands, photos, and reservation activity.

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Input Parameters

Parameter	Type	Required	Default	Description
startUrls	Array	No	Las Vegas metro URL	OpenTable URL to scrape. Search URLs paginate best.
results_wanted	Integer	No	20	Maximum number of restaurant listings to collect.
max_pages	Integer	No	3	Maximum number of listing pages to fetch.
proxyConfiguration	Object	No	Apify Proxy	Proxy settings. Residential proxies are recommended for larger runs.

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Output Data

Each item in the dataset represents one restaurant listing:

Field	Type	Description
restaurantId	Number	OpenTable restaurant ID.
name	String	Restaurant name.
url	String	OpenTable profile URL.
price	String	Price band or price label.
cuisine	String	Primary cuisine.
neighborhood	String	Restaurant neighborhood or area.
rating	Number	Overall rating.
reviewCount	Number	All-time text review count.
recentReservationCount	Number	Recent reservation activity shown by OpenTable.
description	String	Restaurant description.
address	String	Full address.
phoneNumber	String	Restaurant phone number.
profileImage	String	Main image URL.
galleryImages	Array	Additional images.
latitude	Number	Restaurant latitude.
longitude	Number	Restaurant longitude.
hasTakeout	Boolean	Whether takeout is shown.
hasPrivateDining	Boolean	Private dining flag.

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Usage Examples

Metro Listing

Collect restaurants from a metro page:

{
    "startUrls": [
        { "url": "https://www.opentable.com/metro/las-vegas-restaurants" }
    ],
    "results_wanted": 20,
    "max_pages": 3
}

Search Results

Use a filtered search URL for pagination:

{
    "startUrls": [
        { "url": "https://www.opentable.com/s?covers=2&currentview=list&datetime=2026-07-12T19%3A00&latitude=36.121451&longitude=-115.172629&metroId=10&term=Las%20Vegas" }
    ],
    "results_wanted": 100,
    "max_pages": 5
}

Single Restaurant Profile

Collect one listing record from a profile URL:

{
    "startUrls": [
        { "url": "https://www.opentable.com/r/tao-asian-bistro-las-vegas" }
    ],
    "results_wanted": 1
}

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Sample Output

{
    "restaurantId": 5056,
    "name": "TAO Asian Bistro - Las Vegas",
    "url": "https://www.opentable.com/r/tao-asian-bistro-las-vegas",
    "price": "$50 and over",
    "cuisine": "Contemporary Asian",
    "neighborhood": "The Venetian and Palazzo",
    "rating": 4.6,
    "reviewCount": 13898,
    "recentReservationCount": 196,
    "description": "TAO Asian Bistro invites you into a world of bold Pan-Asian flavors and captivating ambiance.",
    "address": "3377 S. Las Vegas Blvd., Suite 2025, Las Vegas, NV, 89109",
    "phoneNumber": "+7023888338",
    "hasTakeout": true,
    "profileImage": "https://resizer.otstatic.com/v3/photos/29631200-1?width=320&height=180&webp=true"
}

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Tips for Best Results

Start With Search URLs

• Search URLs provide the cleanest pagination.
• Metro URLs work for broad city collection.
• Direct restaurant URLs are best for one-record checks.

Set Practical Limits

• Use results_wanted of 20 for quick tests.
• Increase max_pages for larger collections.
• Each page can contain up to 50 restaurants.

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Integrations

• Google Sheets - Review and filter restaurant leads.
• Airtable - Build searchable restaurant directories.
• Slack - Send run alerts or new listing notifications.
• Webhooks - Move data into your own systems.

Export Formats

• JSON - For developers and data apps.
• CSV - For spreadsheets and lead lists.
• Excel - For business reporting.
• XML - For system imports.

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Frequently Asked Questions

Can I scrape OpenTable metro pages?

Yes, metro pages are supported and converted to listing collection when location data is available.

Can I collect more than one page?

Yes, set max_pages above 1 and increase results_wanted to collect additional restaurants.

Does it collect restaurant reviews?

No, this actor collects restaurant listings. It includes rating and review count fields, but not individual review text.

Why are some fields missing?

Some restaurants do not publish every field. Empty values are removed from each dataset item.

Can I use filtered URLs?

Yes, filtered OpenTable search URLs can be used as start URLs, including location and cuisine searches.

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Support

For issues or feature requests, contact support through the Apify Console.

Resources

• Apify Documentation
• API Reference
• Scheduling Runs

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Legal Notice

This actor is designed for legitimate data collection, market research, and business analysis. Users are responsible for complying with OpenTable's terms of service and applicable laws. Use data responsibly and respect reasonable collection limits.