Buy Location Datasets for Any Business or Region
Get access to verified and enriched location datasets featuring business names, addresses, ratings, hours, coordinates, contact details, and more. Whether you need gym locations in New York or restaurant data across the U.S., we offer customizable and scalable location data solutions tailored to customers needs. Free samples available—perfect for mapping, local SEO, lead generation, and AI training.
Data Overview
Use Cases
APISCRAPY’s Location Data Sample
Zip | Store | Location | Logo | Cat. | Sub-cat | Product | Wt | Reg $ | Sale $ | Img URL | Page URL | UPC | Date |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
60074 | Palatine… | 1555 N R… | Pantry | Pasta… | Nissin Te… | 4 oz | $1.46 | $0.88 | Image | Link | 00070… | 2024-01-12 | |
60074 | Palatine… | 1555 N R… | Pantry | Pasta… | Nissin Te… | 4 oz | $1.46 | $0.88 | Image | Link | 00070… | 2024-01-12 | |
60074 | Palatine… | 1555 N R… | Seasonal… | Winter… | Super We… | 8.8 oz | $7.38 | $0.97 | Image | Link | 00876… | 2024-01-12 | |
60074 | Palatine… | 1555 N R… | Candy | Choco… | Reese’s … | 1.4 oz | $1.32 | $0.98 | Image | Link | 03400… | 2024-01-12 |
50 States
Nationwide Coverage
1M+ Agents
Verified Agent Records
GDPR & HIPAA
Compliance-ready data.
2+ Years
Historical Data
Data Overview: Location Dataset
APISCRAPY’s Location Dataset provides granular, verified data on physical businesses and places across diverse industries and geographies. Each entry includes detailed information such as business name, type, address, contact info, website, operating hours, ratings, reviews, and GPS coordinates (latitude & longitude). Additional metadata like amenities, accessibility features, and planning notes are also included wherever available.
This dataset is ideal for use cases like local business directories, location-based apps, logistics optimization, real estate analysis, and AI training for location intelligence models. Whether you’re looking for gyms in New York, restaurants in California, or clinics in Texas, this dataset is fully customizable to customers specific regional or vertical needs.
APISCRAPY’s Location Dataset is continuously enriched using intelligent data aggregation methods and AI-powered validation to ensure accuracy, freshness, and relevance. Whether you’re building an LLM that requires geotagged real-world examples, launching a hyperlocal marketing campaign, or training a model for business discovery, this dataset offers a reliable foundation. With access to structured, filterable, and clean location data, customers team can scale applications faster and unlock better geo-based insights.
⚠️ Note: The dataset sample shown is just one example. We can provide custom location datasets based on customers target industry, region, and data fields.

Get Data Now
APISCRAPY is an AI-driven web scraping and automation tool that converts any web data into ready-to-use data API. The tool is capable to extract data from websites, process data, automate workflows, classify data and integrate ready-to-consume data into database or deliver data in any desired format.
Ready to Unlock Hyperlocal Insights?
Get instant access to verified Location Datasets—featuring business names, contact details, addresses, ratings, reviews, coordinates, and more. Perfect for developers, marketers, and AI teams looking to power LLMs, enhance geospatial analysis, or build location-based applications.
What Information Does the Location Dataset Contain?
Here’s what APISCRAPY’s Location Dataset includes:
- Business Name: Official name of the location (e.g., Ft Hamilton Gym)
- Business Category/Label: Type of business (e.g., Gym, Restaurant, Hospital)
- Rating & Review Count: Aggregate rating and number of reviews from Google Maps
- Address: Full postal address including city, state, and country
- Phone Number: Primary contact number for the location
- Website: Official website link (if available)
- Working Hours: Day-wise business operation hours
- Amenities & Features: Tags like wheelchair accessibility, saunas, courts, etc.
- Latitude & Longitude: Accurate geolocation coordinates
- Plus Code: Google Maps Plus Code for easier referencing
- Map URL: Direct Google Maps link to the business
- Custom Tags: Metadata like planning requirements (e.g., membership), accessibility, or unique offerings
Note: This is just a sample. You can fully customize the dataset to suit specific industries, cities, amenities, or business types.
Country Coverage
(4 Countries)
North America (2)
United States Of America
Canada
Australia (1)
Austraila
Europe (1)
United Kingdom

Suitable Company Sizes
Small Business
Medium-sized Business
Enterprise
750+
Happy Clients & Growing
2500+
Projects delivered
12+
Years of Sharing & Caring
Popular Location Dataset Use Cases
Let’s explore the key use cases of APISCRAPY’s Location data and how this comprehensive, accurate, and up-to-date information can be leveraged across different industries to drive informed decision-making and support business growth.
Local Business Market Analysis
Understand competitive density, ratings, and customer feedback across cities and industries to shape smarter local expansion strategies.
Real Estate Site Enhancements
Enrich real estate platforms with nearby amenities like gyms, schools, and hospitals using location-specific data points
Targeted Local SEO Campaigns
Identify high-performing businesses by location and category to build more effective SEO strategies and Google Business Profiles.
Mapping & GIS Applications
Use geolocation coordinates to integrate precise map visuals, plan logistics, or visualize coverage areas for services.
Lead Generation for Local Services
Generate qualified leads for agencies offering services to businesses in retail, fitness, healthcare, and more by filtering high-interest locations.
AI-Powered Local Recommendations
Train AI models to recommend businesses based on user proximity, category, rating, and amenities, improving personalization.
Location-Based Mobile App Features
Power apps like delivery services, travel guides, or fitness finders with real-time business data and geocoordinates.
Competitor Benchmarking
Compare ratings, reviews, and customer feedback across competing businesses within specific locations or categories.
Custom Location Intelligence Reports
Create white-label insights dashboards for clients needing deep insights on neighbourhood-level trends, customer sentiment, or service coverage.
AI-Powered Location Datasets
We use advanced AI and machine learning techniques to enrich, validate, and enhance every dataset—ensuring precision and value.
01.
APISCRAPY’s AI algorithms cross-check business listings, contact details, reviews, and coordinates across verified sources to ensure up-to-date and reliable location data.
02.
We intelligently fill missing values, tag business types, detect patterns in customer reviews, and categorize businesses based on user intent and industry relevance.
03.
AI models identify high-demand zones, customer sentiment clusters, and trends—empowering smarter local strategies for marketing, development, and expansion.
Easy Integration

Oracle

MySQL

MS SQL Server

PostgreSQL

Microsoft Access

Redis

MongoDB

Snowflake

Elastic search

IBM Db2

Sqlite

Cassandra

Databricks

Splunk

Azure SQL

Apache Hive

Google BigQuery

Neo4j
Data Listing Plan Comparison Table
The Data Listing Plan Comparison Table provides a concise overview of APISCRAPY’s available plans, allowing you to easily compare features, pricing, and benefits. It highlights key aspects such as data entries, update frequency, and support, helping you choose the plan that best fits your needs.
Data Fields | Basic Plan | Premium Plan |
Access to Core Data Fields | ❌ | |
Advanced Data Fields | ❌ | |
Contact/Email/Phone Data | ❌ | |
Pricing Insights / Market Trends | ❌ | |
Custom Field Requests | ❌ | |
Real-Time Data Updates | ||
Historical Data Access | ❌ | |
API Access | ||
Data Filtering & Query Options | ❌ | |
Data Freshness | Weekly Updates | Daily or Real-Time |
Priority Support | ❌ | |
Usage Analytics Dashboard | ❌ | |
SLA & Data Accuracy Guarantee | ❌ | |
Data Access Quota (Searches) | 2,000 searches/month | Unlimited Searches |
CRM Enrichment | Manual Only | Automatic Enrichment |
CRM Filters / Integrations | Basic Filters Only | Advanced CRM Filtering |
Dedicated Account Manager | ❌ |
Data Delivery Options
Delivery Methods
How the data is transferred or accessed by the user.
S3 Bucket |
SFTP |
UI Export |
REST API |
SOAP API |
Streaming API |
Feed API |
Google Cloud Storage (GCS) |
Azure Blob Storage |
Google Drive / Dropbox |
Update Frequency
How often the data is updated or made available.
secondly |
minutely |
hourly |
daily |
weekly |
monthly |
quarterly |
yearly |
real-time |
on-demand |
Custom Schedule |
Data Formats
The file or structural format in which data is provided.
.bin |
.json |
.xml |
.csv |
.xls |
.sql |
.txt |
HTML (for human-readable previews) |
PDF reports |
ZIP (compressed packages) |
Industries Covered By APISCRAPY’s Location Datasets
APISCRAPY’s dynamic and customizable location datasets are tailored to serve multiple industries, enabling smarter business decisions and hyper-local strategies.

Retail & E-commerce
Pinpoint high-traffic areas, competitor locations, and store performance insights to optimize expansion and delivery logistics.

Real Estate
Identify property hotspots, nearby amenities, and community sentiment to enhance listings and boost buyer confidence.

Hospitality & Travel
Discover popular tourist zones, analyze customer reviews, and track competitor activity for smarter hotel and travel planning.

Healthcare & Wellness
Locate clinics, gyms, hospitals, and health centers with verified data to support patient outreach and facility planning.

Logistics & Transportation
Plan optimized routes, identify fulfillment hubs, and analyze geospatial patterns to improve supply chain efficiency.

Finance & Banking
Find potential branch locations, study foot traffic trends, and assess economic activity in specific localities.

Marketing & Advertising
Run geo-targeted campaigns, track brand visibility, and analyze customer feedback tied to specific locations.

Urban Planning & Development
Use local business and demographic data to guide zoning, infrastructure, and city planning decisions.

Telecommunications
Plan tower placements, assess coverage gaps, and identify high-density zones for connectivity improvements.

Education & EdTech
Map out institutions, analyze nearby student populations, and identify underserved educational zones.

Food & Beverage
Spot restaurant clusters, analyze footfall data, and track customer sentiment across dining hotspots.

Automotive & Mobility
Identify dealership locations, service centers, and car rental trends across key urban and rural areas.
Automotive & Mobility
Identify dealership locations, service centers, and car rental trends across key urban and rural areas.
Our assurance to security & quality




Why You Should Go With APISCRAPY
Experience
12+ years
of sharing and caring.
Projects
2500+ Projects
delivered with a smile.
Retention
98%
engagement success rate.
Quick
Scale-up
as per your requirement.
Certified
ISO 9001 & 27001
data quality & security.
Clients
750+
served across industries.
Compliant with the Highest Data Privacy Standards
APISCRAPY is proudly certified by the Ethical Web Data Collection Initiatives. We collect only publicly available, business-related information—never private or sensitive data. We strictly avoid scraping content behind login-protected or restricted areas.

Client Testimonials
Does this product fit your data needs?
Get in touch with our team to start unlocking your data solutions.
FAQs: Walmart Product Data for Retail Intelligence & Analysis
What is a location dataset, and how can it help my business?
A location dataset contains detailed geospatial and business-specific information such as coordinates, hours, contact details, amenities, and reviews of physical locations. It helps businesses with geo-targeted marketing, site selection, competitor analysis, and consumer behavior insights.
Can I get custom location datasets for specific cities or regions?
Yes, we offer customized location datasets for any geographic region—city, state, country, or global—based on customers requirements. Just share the location and data fields you need, and we’ll handle the rest.
Do you provide U.S. location data for gyms, restaurants, or hospitals?
Absolutely! We specialize in U.S.-based datasets across categories like gyms, restaurants, hospitals, and more, complete with contact info, services offered, opening hours, and reviews.
Is customer location data useful for SEO and local business optimization?
Yes. APISCRAPY's location datasets include keyword-rich metadata and attributes like reviews, ratings, and categories—ideal for improving local SEO and optimizing location-based content.
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