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POI Attributes

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Insights into physical world behavior and consumer movement patterns at specific locations.

API Access
Est. Price

~$10,000/yr est.

Update Frequency

Monthly

Pricing Tiers

1

Regions

1

Quality SignalsB

Freshness

Recently enriched

81

Complete

81%

API

API Available

Product Overview

Location Intelligence and Geospatial Data$$

Offering: High-fidelity point-of-interest (POI) metadata, building footprints, and aggregated foot traffic mobility patterns.

Best for: Retail analysts and real estate developers performing site selection and competitive trade area benchmarking.

Benefits
  • High-quality
  • standardized POI metadata and brand hierarchies
  • Seamless delivery via Snowflake Data Sharing
  • Granular building footprint and polygon geometry data
  • Strong coverage of North American retail and consumer behavior patterns
Drawbacks
⚠ Limited global coverage compared to legacy geospatial providers · ⚠ Heavy reliance on North American and UK markets · ⚠ Requires internal data science resources to process raw mobility signals

Product Intelligence

Value Score
42
quality per $
Price Position
P70
premium
Coverage
55
geo × freq × depth
Try-ability
35
ease of trial
Market concentration: 18% (moderate)

Product Details

Use Cases
consumer behaviorretail analyticscompetitive intelligencereal estate investment
Categories
Geospatial DataPoint of Interest (POI)Location IntelligenceConsumer Behavior
Coverage
Global
Delivery
APIS3 bucket
Data Sources
government filingsweb scraping
Detected Use Cases
competitive intelligencereal estate

Pricing Tiers

Vedex estimate
~$10,000/yr est.
SUBSCRIPTIONMEDIUM

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Get an instant price estimate based on your organization profile — seats, usage rights, and contract term.Estimated ~$10,000/yr est.

Request a sample directly from SafeGraph.

Web Authority

High Authority
63
10 mentions·3 platforms
Academic Papers
7 × 8 pts+56
LinkedIn
2 × 2 pts+4
Reddit
1 × 3 pts+3
Evidence5 sources
Academic Papers

An LLM-based Semantic Enhancement Framework for POI ...

Table 1: An Example of the POI attributes. Report issue for ... POI Attributes Preprocess. Report issue for preceding element. Visit ...

Academic Papers

A Survey on Deep Learning Based Point-Of-Interest (POI) ...

by MA Islam · 2020 · Cited by 152 — A POI recommendation technique essentially exploits users' historical check-ins and other multi-modal information such as POI attributes and ...

Academic Papers

GeoGR: A Generative Retrieval Framework for Spatio- ...

Prompt 3 uses structured key-value pairs to capture multi-dimensional POI attributes, while Prompt 1 integrates user behavior trajectories ...

Data Dictionary

Expected fields and columns in this data product


About POI Attributes

POI Attributes is a geospatial data data product offered by SafeGraph, available on discovery. Data is updated monthly. API access is available for programmatic integration. Vedex estimates pricing at roughly $10,000/yr (an estimate, not a vendor-published price).

Insights into physical world behavior and consumer movement patterns at specific locations.

About SafeGraph

SafeGraph is a data provider vendor based in USA. SafeGraph is a geospatial data company that provides high-quality point-of-interest (POI) data, building footprints, and foot traffic insights to help businesses understand physical world behavior.

View SafeGraph Profile

Related Data Categories

Geospatial DataPoint of Interest (POI)Location IntelligenceConsumer Behavior

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