Our Point Of Interest (POI) Data links people's movements to over 14 million physical locations worldwide. This aggregated and anonymized data provides context for visit volumes and patterns, compiled from diverse global sources.

Reach

We calculate POI, Place, and OOH level insights using Factori's Mobility & People Graph data from multiple sources. To attribute foot traffic accurately, we combine specific attributes such as location ID, day of the week, and time of day, yielding up to 40 possible data records for a single POI. This method ensures precise location intelligence data.

Data Export Methodology

Our dynamic data collection process ensures the most up-to-date information and insights are delivered at optimal intervals, whether daily, weekly, or monthly.

Use Cases

Point Of Interest (POI) Data is invaluable for credit scoring, retail analytics, market intelligence, and urban planning, providing a robust foundation for data-driven decision-making and strategic planning.

Echo’s POI dataset delivers commercial point-of-interest data with high coverage and accuracy, empowering businesses with location intelligence for competitive benchmarking, site selection, and market analysis.

Curated with a strong focus on brand-level detail, our 82M+ POI dataset spans retail, food & dining, financial services, and other key sectors. Each POI includes rich metadata, such as opening hours, parent brand, and web presence — enabling a comprehensive view of the physical commercial landscape.

Key data points include: - POI name, category, and subcategory - Address, city, region, and coordinates - Opening hours, phone number, website - Parent brand and organization hierarchy - Over 100 business categories

POI data covering Europe, North America, and Latin America, this dataset supports use cases such as retail expansion, competitive intelligence, territory planning, and data enrichment for analytics platforms.

POI data has become essential to fuel spatial data models thanks to the granularity of the information provided.

At Echo, it became our mission to build the most accurate POI datasets worldwide, so companies could get ultra-detailed information on stores, restaurants, hotels, and any area of interest to their business.

To do so, we combined public & private data sources with our proprietary algorithm to ensure every insight we provide is always reliable. All insights included are regularly updated on a monthly or quarterly basis for anyone looking to have the most recent information.

With Echo's Point-of-Interest dataset you obtain: - More than 28 attributes (see below) per POI - 55M+ POIs to choose from worldwide - Possibility to match any POI with Mobility data, to analyse the movement around specific locations - Support from our data experts every step of the way

Using Point-of-Interest data will help with: - Analysing the constant change of the physical world (identify business' openings or closings, analyse urban expansion, etc.) - Discovering uncharted growth opportunities before competitors - Making safer investment decisions based on an accurate understanding of new trends - Analysing the locations around your Points of Interest and adapting your strategy accordingly

https://store.poidata.xyz/in Point-of-interest (POI) is defined as a physical entity (such as a business) in a geo location (point) which may be (of interest).

We strive to provide the most accurate, complete and up to date point of interest datasets for all countries of the world. The India POI Dataset is one of our worldwide POI datasets.

This is our process flow:

Our machine learning systems continuously crawl for new POI data
Our geoparsing and geocoding calculates their geo locations
Our categorization systems cleanup and standardize the datasets
Our data pipeline API publishes the datasets on our data store

POI Data is in a constant flux - especially so during times of drastic change such as the Covid-19 pandemic.

Every minute worldwide on an average day over 200 businesses will move, over 600 new businesses will open their doors and over 400 businesses will cease to exist.

In today's interconnected world, of the approximately 200 million POIs worldwide, over 94% have a public online presence. As a new POI comes into existence its information will appear very quickly in location based social networks (LBSNs), other social media, pictures, websites, blogs, press releases. Soon after that, our state-of-the-art POI Information retrieval system will pick it up.

We offer our customers perpetual data licenses for any dataset representing this ever changing information, downloaded at any given point in time. This makes our company's licensing model unique in the current Data as a Service - DaaS Industry. Our customers don't have to delete our data after the expiration of a certain "Term", regardless of whether the data was purchased as a one time snapshot, or via a recurring payment plan on our data update pipeline.

The main differentiators between us vs the competition are our flexible licensing terms and our data freshness.

The core attribute coverage for India is as follows: Poi Field Data Coverage (%) poi_name 100 brand 3 poi_tel 17 formatted_address 100 main_category 100 latitude 100 longitude 100 neighborhood 7 source_url 24 email 2 opening_hours 26

The dataset may be viewed online at https://store.poidata.xyz/in and a data sample may be downloaded at https://store.poidata.xyz/datafiles/in_sample.csv

Points-of-Interest (POI) Data Solutions Market Outlook

The Points-of-Interest (POI) Data Solutions market is experiencing robust growth, with a market size valued at approximately $2.3 billion in 2023. This market is expected to expand at a compound annual growth rate (CAGR) of 11.5% from 2024 to 2032, reaching an estimated value of $5.9 billion by 2032. The key drivers of this growth include the increasing adoption of location-based services, advancements in geospatial analytics, and the rising demand for personalized customer experiences across various industries.

One of the primary growth factors in the POI data solutions market is the rapid proliferation of mobile devices and the subsequent demand for location-based services. As consumers increasingly rely on smartphones and other mobile devices for navigation, shopping, and social interaction, businesses are investing heavily in POI data to enhance their services. The ability to offer real-time location-based information and personalized experiences is becoming a crucial differentiator for companies looking to engage consumers more effectively and gain a competitive edge. Furthermore, the integration of artificial intelligence and machine learning technologies with POI data is enabling more accurate predictions and improved decision-making, further driving market growth.

Another significant factor contributing to the market's expansion is the growing need for advanced navigation and mapping solutions. With the advent of autonomous vehicles and smart city initiatives, the demand for precise and comprehensive POI data is on the rise. Governments and private sector companies are increasingly investing in geospatial data infrastructure to support these initiatives, thereby fueling the demand for POI data solutions. Additionally, in industries such as transportation, logistics, and real estate, the ability to leverage detailed POI data for route optimization, asset tracking, and location analysis is enhancing operational efficiencies and driving market growth.

The marketing and advertising sector also plays a pivotal role in the expansion of the POI data solutions market. Businesses are leveraging POI data to create targeted marketing campaigns and gain insights into consumer behavior. By understanding the demographic and behavioral patterns associated with specific locations, companies can tailor their advertising strategies to reach their target audience more effectively. This trend is particularly pronounced in the retail sector, where location-based marketing is becoming increasingly prevalent. As businesses continue to recognize the value of hyper-local marketing and the role of POI data in driving customer engagement, the market is poised for further growth.

Regionally, the Points-of-Interest Data Solutions market is witnessing varying levels of growth across different geographies. North America currently holds the largest market share, owing to the early adoption of advanced technologies and the presence of major industry players. However, the Asia Pacific region is expected to exhibit the highest growth rate during the forecast period. The increasing penetration of smartphones, coupled with the rapid development of smart city projects in countries like China and India, is driving the demand for POI data solutions. Meanwhile, Europe and Latin America are also showing steady growth, fueled by advancements in geospatial technology and increasing investments in digital infrastructure.

Component Analysis

The Points-of-Interest (POI) Data Solutions market is broadly segmented into software and services components. On the software side, the increasing demand for advanced analytics and data management solutions is a significant growth driver. Businesses are adopting sophisticated software platforms that enable them to efficiently gather, process, and analyze POI data. These platforms often incorporate features like real-time data integration, machine learning algorithms, and predictive analytics, allowing companies to derive actionable insights from their data. The software component is further boosted by the rise of cloud computing, which offers scalable solutions that can handle large volumes of data with ease.

In contrast, the services segment encompasses a wide array of offerings, including data collection, data integration, consulting, and support services. As organizations strive to leverage POI data more effectively, there is a growing need for expert guidance and support. Service providers are playing a crucial role in helping companies navigate the complexities of data integration and management. The

Our Places dataset features 82M+ POIs across retail, food, services, financial services and more, in Europe, NA, and LATAM. Attributes like address and opening hours empower strategic decisions and competitive intelligence.

Discover our European Places dataset featuring POIs across retail, food, services, financial services and more. Detailed attributes like address and opening hours empower strategic decisions and competitive intelligence.

The global Points-of-Interest (POI) Data Solutions market is expected to exhibit a remarkable growth trajectory, with a CAGR of XX% during the forecast period of 2025-2033. This market is projected to reach a substantial value of XXX million by 2033, indicating its promising growth prospects. The expansion of this market is primarily driven by the increasing demand for accurate and comprehensive POI data from various industries, including retail, real estate, and transportation. The rise of location-based services and the proliferation of mobile devices have further spurred the demand for reliable POI data to enhance user experiences and provide customized recommendations. Key growth drivers for the POI Data Solutions market include the increasing adoption of smartphones and location-based technologies, the rising demand for data-driven decisions in businesses, and the need for real-time information for navigation and exploration. However, the market may face challenges such as data privacy concerns, the availability of free and open-source POI data, and the dependence on third-party data sources for accuracy and completeness. The market is expected to be dominated by North America and Europe, with a significant presence of major players such as Google Cloud, Factual, and HERE Technologies. Asia Pacific is projected to experience notable growth due to the increasing smartphone penetration and the rapid development of smart cities in the region.

Xverum’s Point of Interest (POI) Data is a comprehensive dataset containing 230M+ verified locations across 5000 business categories. Our dataset delivers structured geographic data, business attributes, location intelligence, and mapping insights, making it an essential tool for GIS applications, market research, urban planning, and competitive analysis.

With regular updates and continuous POI discovery, Xverum ensures accurate, up-to-date information on businesses, landmarks, retail stores, and more. Delivered in bulk to S3 Bucket and cloud storage, our dataset integrates seamlessly into mapping, geographic information systems, and analytics platforms.

🔥 Key Features:

Extensive POI Coverage: ✅ 230M+ Points of Interest worldwide, covering 5000 business categories. ✅ Includes retail stores, restaurants, corporate offices, landmarks, and service providers.

Geographic & Location Intelligence Data: ✅ Latitude & longitude coordinates for mapping and navigation applications. ✅ Geographic classification, including country, state, city, and postal code. ✅ Business status tracking – Open, temporarily closed, or permanently closed.

Continuous Discovery & Regular Updates: ✅ New POIs continuously added through discovery processes. ✅ Regular updates ensure data accuracy, reflecting new openings and closures.

Rich Business Insights: ✅ Detailed business attributes, including company name, category, and subcategories. ✅ Contact details, including phone number and website (if available). ✅ Consumer review insights, including rating distribution and total number of reviews (additional feature). ✅ Operating hours where available.

Ideal for Mapping & Location Analytics: ✅ Supports geospatial analysis & GIS applications. ✅ Enhances mapping & navigation solutions with structured POI data. ✅ Provides location intelligence for site selection & business expansion strategies.

Bulk Data Delivery (NO API): ✅ Delivered in bulk via S3 Bucket or cloud storage. ✅ Available in structured format (.json) for seamless integration.

🏆Primary Use Cases:

Mapping & Geographic Analysis: 🔹 Power GIS platforms & navigation systems with precise POI data. 🔹 Enhance digital maps with accurate business locations & categories.

Retail Expansion & Market Research: 🔹 Identify key business locations & competitors for market analysis. 🔹 Assess brand presence across different industries & geographies.

Business Intelligence & Competitive Analysis: 🔹 Benchmark competitor locations & regional business density. 🔹 Analyze market trends through POI growth & closure tracking.

Smart City & Urban Planning: 🔹 Support public infrastructure projects with accurate POI data. 🔹 Improve accessibility & zoning decisions for government & businesses.

💡 Why Choose Xverum’s POI Data?

• 230M+ Verified POI Records – One of the largest & most detailed location datasets available.
• Global Coverage – POI data from 249+ countries, covering all major business sectors.
• Regular Updates – Ensuring accurate tracking of business openings & closures.
• Comprehensive Geographic & Business Data – Coordinates, addresses, categories, and more.
• Bulk Dataset Delivery – S3 Bucket & cloud storage delivery for full dataset access.
• 100% Compliant – Ethically sourced, privacy-compliant data.

Access Xverum’s 230M+ POI dataset for mapping, geographic analysis, and location intelligence. Request a free sample or contact us to customize your dataset today!

Our building footprint dataset maps locations with precise polygons, enabling accurate foot traffic attribution, area analysis, and location-based strategy.

Our Europe POI dataset provides detailed, brand-level location intelligence across retail, dining, services, and more — enabling smarter decisions in competitive benchmarking, site planning, and market analysis.

This curated dataset focuses on prominent commercial POIs in major European countries, enriched with data such as business hours, parent brands, and geolocation. Designed for B2B use, it empowers organizations with clean, accurate, and analysis-ready data.

Key data points include: - POI name, business category, and hierarchy - Address, coordinates, opening hours - Website, phone number, and brand ownership - Over 100 business subcategories

With wide coverage across Europe, this dataset supports use cases in retail expansion, real estate, logistics, and consulting — wherever location-driven insight is critical.

Echo offers unmatched data curation with an in-depth picture of location activity over time. Explore cross-shopping patterns, consumer profiles and untapped sites. Our Market Analysis reveals your store's reach, optimizes site selection, and enhances market intelligence for growth opportunities.

Echo’s boundary dataset maps locations with precise polygons, enabling accurate foot traffic attribution, area analysis, and location-based strategy.

Unlock insights with Echo's Catchment Area. Reveal consumer profiles and movement patterns around POIs, enhance site selection, competitor analysis, and customer segmentation with non-PII, GDPR-compliant data. High-quality datasets span industries and countries. Updated daily and normalized monthly.

Echo’s Building Footprint dataset links 38.8M+ POIs in Europe & the U.S. to precise polygons, enabling accurate mapping, analysis, and site planning.

Fresh POI dataset: 1 M+ verified retail locations across US & Canada with 95% accuracy. Updated every 30-90 days. Covers electronics, supermarkets, home improvement, and apparel stores. Perfect for site selection, market analysis & competitive intelligence. Get actionable retail insights instantly.

Point-of-interest (POI) is defined as a physical entity (such as a business) in a geo location (point) which may be (of interest).

We strive to provide the most accurate, complete and up to date point of interest datasets for all countries of the world. The Canadian POI Dataset is one of our worldwide POI datasets with over 90% coverage.

This is our process flow:

Our machine learning systems continuously crawl for new POI data
Our geoparsing and geocoding calculates their geo locations
Our categorization systems cleanup and standardize the datasets
Our data pipeline API publishes the datasets on our data store

POI Data is in a constant flux - especially so during times of drastic change such as the Covid-19 pandemic.

Every minute worldwide on an average day over 200 businesses will move, over 600 new businesses will open their doors and over 400 businesses will cease to exist.

In today's interconnected world, of the approximately 200 million POIs worldwide, over 94% have a public online presence. As a new POI comes into existence its information will appear very quickly in location based social networks (LBSNs), other social media, pictures, websites, blogs, press releases. Soon after that, our state-of-the-art POI Information retrieval system will pick it up.

We offer our customers perpetual data licenses for any dataset representing this ever changing information, downloaded at any given point in time. This makes our company's licensing model unique in the current Data as a Service - DaaS Industry. Our customers don't have to delete our data after the expiration of a certain "Term", regardless of whether the data was purchased as a one time snapshot, or via a recurring payment plan on our data update pipeline.

The main differentiators between us vs the competition are our flexible licensing terms and our data freshness.

Explore our detailed Activity datasets on footfall, unique visitors, and visit patterns around global POIs. GDPR-compliant and non-PII, our high-quality data supports strategic decisions across industries, optimizing supply chains and enhancing store performance with precise location intel.

https://store.poidata.xyz/br

Point-of-interest (POI) is defined as a physical entity (such as a business) in a geo location (point) which may be (of interest).

We strive to provide the most accurate, complete and up to date point of interest datasets for all countries of the world. The Brazil POI Dataset is one of our worldwide POI datasets with over 90% coverage.

This is our process flow:

Our machine learning systems continuously crawl for new POI data
Our geoparsing and geocoding calculates their geo locations
Our categorization systems cleanup and standardize the datasets
Our data pipeline API publishes the datasets on our data store

POI Data is in a constant flux - especially so during times of drastic change such as the Covid-19 pandemic.

Every minute worldwide on an average day over 200 businesses will move, over 600 new businesses will open their doors and over 400 businesses will cease to exist.

In today's interconnected world, of the approximately 200 million POIs worldwide, over 94% have a public online presence. As a new POI comes into existence its information will appear very quickly in location based social networks (LBSNs), other social media, pictures, websites, blogs, press releases. Soon after that, our state-of-the-art POI Information retrieval system will pick it up.

We offer our customers perpetual data licenses for any dataset representing this ever changing information, downloaded at any given point in time. This makes our company's licensing model unique in the current Data as a Service - DaaS Industry. Our customers don't have to delete our data after the expiration of a certain "Term", regardless of whether the data was purchased as a one time snapshot, or via a recurring payment plan on our data update pipeline.

The main differentiators between us vs the competition are our flexible licensing terms and our data freshness.

The main attribute coverage is as follows:

Poi Field Data Coverage (%) poi_name 100 brand 6 poi_tel 53 formatted_address 100 main_category 100 latitude 100 longitude 100 neighborhood 1 source_url 30 email 5 opening_hours 58

A data sample may be downloaded at https://store.poidata.xyz/datafiles/br_sample.csv and the data may be previewed on a map at https://store.poidata.xyz/br

This study proposes a multi-step framework for healthcare POI conflation, including POI data collection from Location-Based Services (LBS), geographic and spatial attributes collection, calculating similarity across datasets, POI matching, spatial attributes enrichment, manual labeling, quality control, and deployment.