Restaurants in India (IN) - Places Data Sample

## **Overview**

> Learn more about this dataset on [catalog.dotlas.com](https://catalog.dotlas.com/restaurants/unified_restaurant_establishments/)

> This is a sample of our India Restaurants data product (temporal). The product contains **`250K+ restaurants`** updated frequently, and additional columns catered for leads and segmentation. Sample contains about 500 restaurants from select neighbourhoods in Mumbai, Bengaluru and Delhi.

> Additionally, we also curate restaurant menu data including dishes, prices, price history, restaurant promotions and social insights.

For pricing and licensing details please [**contact us**](mailto:[e-mail])

**Use cases**

🕰 Analyze competitor opening hours on each day of the week to help create an optimal operating time frame.
📈 Identify trending cuisines in different regions by analyzing the frequency and distribution of various cuisine types in different cities.
💰 Use the distribution data to identify underserved areas with high potential for new restaurant openings based on the lack of certain cuisine types.

### **Potential Sectors**
* Food & Beverages (F&B)
* GIS (Geographic Information Systems) and Geocoding Services
* Marketing and Advertising Leads
* Competitor Monitoring & Market Analysis
* Financial tickering of F&B brand performance
* Site Selection & Suitability Analysis
* Real Estate Proximity Analysis

**Key features**

▶️ **Restaurant Identification**: Includes unique identifiers and names for each restaurant.

▶️ **Geographical Data**: Detailed information about the `country`, `subregion`, `city`, `area`, and precise geographical coordinates (`latitude` and `longitude`) of each restaurant.

▶️ **Contact Information**: Addresses, phone numbers

▶️ **Restaurant Types and Facilities**: Flags dark kitchens, and facilities available in restaurant