ISTARI.AI | Global Bar & Restaurant Data | Points of Interest (POI) | 40+ Attributes | 40M+ Verified Company Profiles product image in hero

ISTARI.AI | Global Bar & Restaurant Data | Points of Interest (POI) | 40+ Attributes | 40M+ Verified Company Profiles

Istari.AI
No reviews yetBadge iconVerified Data Provider
name
domain
b2x
year_founded
type
employee_class
summary
summary_keywords
products.name
products.type
continent
country
region
state
district
municipality
address
lat
lon
main_contact_mail
main_contact_number
all_mails
all_phones
structure.name
structure.type
structure.description
structure.location
structure.contact
team.name
team.position
team.contact
team.cv
products.main_features
products.pricing
partnerships.entity_name
partnerships.relationship_type
links
techstack
score
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Volume
40M
domains
Data Quality
95%
match rate
Avail. Formats
.json, .csv, and .xls
File
Coverage
250
Countries
History
12
years

Data Dictionary

[Sample] Restaurant Dataset Global
Attribute Type Example Mapping
name
String McDonald's
domain
String nkpdwudodmsib.de
b2x
String ['B2C']
year_founded
type
String Company
employee_class
String 11-50 employees
summary
String McDonald's is a leading global fast-food chain known for ...
summary_keywords
String ['fast food', 'hamburgers', 'fries', 'Happy Meal', 'globa...
products.name
String ['Big Mac', 'French Fries', 'Happy Meal']
products.type
String ['Product', 'Product', 'Product']
continent
String Europe
country
String Germany
region
String Alzey-Worms
state
String Rheinland-Pfalz
district
String Alzey
municipality
String Alzey
address
String Various locations across Europe
lat
Float 49.7478699
lon
Float 8.1360658204
main_contact_mail
main_contact_number
all_mails
String []
all_phones
String []
structure.name
String ["McDonald's Restaurants"]
structure.type
String ['Company']
structure.description
String ['Global fast-food chain serving burgers, fries, and othe...
structure.location
String ['Various locations across Europe']
structure.contact
String ['info@mcdonalds.com']
team.name
team.position
team.contact
team.cv
products.main_features
String ['Iconic burger with two beef patties, special sauce, let...
products.pricing
String ['Pricing on request', 'Pricing on request', 'Pricing on ...
partnerships.entity_name
partnerships.relationship_type
links
techstack
String ['Miscellaneous (RSS)', 'Security (HSTS)', 'JavaScript li...
score
Float 96.30075092037782

Description

ISTARI.AI provides global bar and restaurant datasets, including location, contact, and structured data. Access high-quality, ready-to-use information from venues worldwide to support business intelligence, analytics, and targeted marketing.
📍 Looking for high-quality global data on bars and restaurants? ISTARI.AI provides comprehensive, ready-to-use datasets covering bars and restaurants worldwide – including location, contact, and detailed business information. 📊 Our bar & restaurant data includes: - Organizational structure & key personnel - Products, services & partnerships - Verified contact & domain information - Technology stack & business descriptions - Detailed geographic data (address, region, country) Our datasets are ideal for: - Location-based services & apps - Market analysis & competitive intelligence - Retail expansion & site planning - Ad targeting & geofencing - Lead generation & B2B outreach All data is machine-generated, frequently updated, and sourced from publicly available web data, ensuring high freshness and consistency. ✅ Ensuring Data Quality - Developed in close collaboration with academic experts to guarantee expert-level accuracy - Created together with researchers at the University of Mannheim - Validated in the award-winning academic study: "When is AI Adoption Contagious? Epidemic Effects and Relational Embeddedness in the Inter-Firm Diffusion of Artificial Intelligence" - Co-authored by scholars from the University of Mannheim, University of Giessen, University of Hohenheim, and ETH Zurich With ISTARI.AI, you get structured, high-quality bar and restaurant datasets from across the globe – ready for direct integration into your systems.

Country Coverage

Africa (58)
Algeria
Angola
Benin
Botswana
Burkina Faso
Burundi
Cabo Verde
Cameroon
Central African Republic
Chad
Comoros
Congo
Congo (Democratic Republic of the)
Côte d'Ivoire
Djibouti
Egypt
Equatorial Guinea
Eritrea
Ethiopia
Gabon
Gambia
Ghana
Guinea
Guinea-Bissau
Kenya
Lesotho
Liberia
Libya
Madagascar
Malawi
Mali
Mauritania
Mauritius
Mayotte
Morocco
Mozambique
Namibia
Niger
Nigeria
Rwanda
Réunion
Saint Helena, Ascension and Tristan da Cunha
Sao Tome and Principe
Senegal
Seychelles
Sierra Leone
Somalia
South Africa
South Sudan
Sudan
Swaziland
Tanzania, United Republic of
Togo
Tunisia
Uganda
Western Sahara
Zambia
Zimbabwe
Asia (51)
Afghanistan
Armenia
Azerbaijan
Bahrain
Bangladesh
Bhutan
Brunei Darussalam
Cambodia
China
Cyprus
Georgia
Hong Kong
India
Indonesia
Iran (Islamic Republic of)
Iraq
Israel
Japan
Jordan
Kazakhstan
Korea (Democratic People's Republic of)
Korea (Republic of)
Kuwait
Kyrgyzstan
Lao People's Democratic Republic
Lebanon
Macao
Malaysia
Maldives
Mongolia
Myanmar
Nepal
Oman
Pakistan
Palestine, State of
Philippines
Qatar
Saudi Arabia
Singapore
Sri Lanka
Syrian Arab Republic
Taiwan
Tajikistan
Thailand
Timor-Leste
Turkey
Turkmenistan
United Arab Emirates
Uzbekistan
Vietnam
Yemen
Europe (52)
Albania
Andorra
Austria
Belarus
Belgium
Bosnia and Herzegovina
Bulgaria
Croatia
Czech Republic
Denmark
Estonia
Faroe Islands
Finland
France
Germany
Gibraltar
Greece
Guernsey
Holy See
Hungary
Iceland
Ireland
Isle of Man
Italy
Jersey
Kosovo
Latvia
Liechtenstein
Lithuania
Luxembourg
Macedonia (the former Yugoslav Republic of)
Malta
Moldova (Republic of)
Monaco
Montenegro
Netherlands
Norway
Poland
Portugal
Romania
Russian Federation
San Marino
Serbia
Slovakia
Slovenia
Spain
Svalbard and Jan Mayen
Sweden
Switzerland
Ukraine
United Kingdom
Åland Islands
North America (13)
Belize
Bermuda
Canada
Costa Rica
El Salvador
Greenland
Guatemala
Honduras
Mexico
Nicaragua
Panama
Saint Pierre and Miquelon
United States of America
Oceania (25)
American Samoa
Australia
Cook Islands
Fiji
French Polynesia
Guam
Kiribati
Marshall Islands
Micronesia (Federated States of)
Nauru
New Caledonia
New Zealand
Niue
Norfolk Island
Northern Mariana Islands
Palau
Papua New Guinea
Pitcairn
Samoa
Solomon Islands
Tokelau
Tonga
Tuvalu
Vanuatu
Wallis and Futuna
Other (9)
Antarctica
Bouvet Island
British Indian Ocean Territory
Christmas Island
Cocos (Keeling) Islands
French Southern Territories
Heard Island and McDonald Islands
South Georgia and the South Sandwich Islands
United States Minor Outlying Islands
South America (42)
Anguilla
Antigua and Barbuda
Argentina
Aruba
Bahamas
Barbados
Bolivia (Plurinational State of)
Bonaire, Sint Eustatius and Saba
Brazil
Cayman Islands
Chile
Colombia
Cuba
Curaçao
Dominica
Dominican Republic
Ecuador
Falkland Islands (Malvinas)
French Guiana
Grenada
Guadeloupe
Guyana
Haiti
Jamaica
Martinique
Montserrat
Paraguay
Peru
Puerto Rico
Saint Barthélemy
Saint Kitts and Nevis
Saint Lucia
Saint Martin (French part)
Saint Vincent and the Grenadines
Sint Maarten (Dutch part)
Suriname
Trinidad and Tobago
Turks and Caicos Islands
Uruguay
Venezuela (Bolivarian Republic of)
Virgin Islands (British)
Virgin Islands (U.S.)

History

12 years of historical data

Volume

40 million domains

Pricing

License Starts at
One-off purchase Available
Monthly License Available
Yearly License Available
Usage-based Available

Suitable Company Sizes

Small Business
Medium-sized Business
Enterprise

Quality

Self-reported by the provider
95%
match rate

Delivery

Methods
S3 Bucket
Email
UI Export
REST API
MCP Server
Frequency
on-demand
Format
.json
.csv
.xls
.parquet

Use Cases

Categories

Related Searches

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Frequently asked questions

What is ISTARI.AI Global Bar & Restaurant Data Points of Interest (POI) 40+ Attributes 40M+ Verified Company Profiles?

ISTARI.AI provides global bar and restaurant datasets, including location, contact, and structured data. Access high-quality, ready-to-use information from venues worldwide to support business intelligence, analytics, and targeted marketing.

What is ISTARI.AI Global Bar & Restaurant Data Points of Interest (POI) 40+ Attributes 40M+ Verified Company Profiles used for?

This product has 4 key use cases. Istari.AI recommends using the data for B2B Data Enrichment, Point of Interest (POI) Mapping, Point of Interest (POI) Marketing, and POI Enrichment. Global businesses and organizations buy Company Data from Istari.AI to fuel their analytics and enrichment.

Who can use ISTARI.AI Global Bar & Restaurant Data Points of Interest (POI) 40+ Attributes 40M+ Verified Company Profiles?

This product is best suited if you’re a Small Business, Medium-sized Business, or Enterprise looking for Company Data. Get in touch with Istari.AI to see what their data can do for your business and find out which integrations they provide.

How far back does the data in ISTARI.AI Global Bar & Restaurant Data Points of Interest (POI) 40+ Attributes 40M+ Verified Company Profiles go?

This product has 12 years of historical coverage. It can be delivered on a on-demand basis.

Which countries does ISTARI.AI Global Bar & Restaurant Data Points of Interest (POI) 40+ Attributes 40M+ Verified Company Profiles cover?

This product includes data covering 250 countries like USA, China, Japan, Germany, and India. Istari.AI is headquartered in Germany.

How much does ISTARI.AI Global Bar & Restaurant Data Points of Interest (POI) 40+ Attributes 40M+ Verified Company Profiles cost?

Pricing information for ISTARI.AI Global Bar & Restaurant Data Points of Interest (POI) 40+ Attributes 40M+ Verified Company Profiles is available by getting in contact with Istari.AI. Connect with Istari.AI to get a quote and arrange custom pricing models based on your data requirements.

How can I get ISTARI.AI Global Bar & Restaurant Data Points of Interest (POI) 40+ Attributes 40M+ Verified Company Profiles?

Businesses can buy Company Data from Istari.AI and get the data via S3 Bucket, Email, UI Export, REST API, and MCP Server. Depending on your data requirements and subscription budget, Istari.AI can deliver this product in .json, .csv, .xls, and .parquet format.

What is the data quality of ISTARI.AI Global Bar & Restaurant Data Points of Interest (POI) 40+ Attributes 40M+ Verified Company Profiles?

Istari.AI has reported that this product has the following quality and accuracy assurances: 95% match rate. You can compare and assess the data quality of Istari.AI using Datarade’s data marketplace.

What are similar products to ISTARI.AI Global Bar & Restaurant Data Points of Interest (POI) 40+ Attributes 40M+ Verified Company Profiles?

This product has 3 related products. These alternatives include ISTARI.AI Points of Interest Dataset (POI) Global Coverage 35+ Attributes 40M+ Verified Company Profiles, Business Listings Data, Reviews, Emails & Social + More Local Businesses & POI Google Maps Global Real-Time API, and POI Data 164M+ Points of Interest Global POI Data. You can compare the best Company Data providers and products via Datarade’s data marketplace and get the right data for your use case.

Pricing available upon request
License Starts at
One-off purchase Available
Monthly License Available
Yearly License Available
Usage-based Available

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