SafeGraph

SafeGraph sells geospatial datasets rather than an analytics application, which is the distinction that determines whether it fits your requirement. Four products are published: Places for premium global point of interest data, Geometry for building footprints, Address for structured global address data, and Spend for aggregated transaction data tied to points of interest.

Selling data rather than software suits organisations that already have analytical capability and are missing the underlying facts. A team with data scientists and a warehouse does not need another dashboard, it needs authoritative information about what businesses exist where, and being able to take delivery into your own environment rather than querying someone else's platform is what makes that data usable at scale.

Geometry is the product whose value is least obvious and most practical. Building footprints reduce attribution errors, meaning the problem of deciding which business a mobile device was actually visiting when several occupy the same block. Without accurate footprints, a visit to one shop is regularly attributed to its neighbour, and every downstream analysis inherits that error invisibly.

Spend adds aggregated transaction data tied to points of interest, which combines with visitation to answer questions neither can alone. Foot traffic shows how many people came; spend shows what they were worth, and the ratio between them is what distinguishes a busy location from a profitable one.

Address data supports validation, routing and analytics, and structured global address data is harder to obtain than it appears, since address formats, administrative hierarchies and naming conventions differ by country in ways that break systems built around one market's assumptions.

Integrations deliver to your preferred environment, and the vendor publishes a technical guide to Places data, a comparison against Google Places API alternatives, case studies including Clear Channel Europe, data visualisations and guides. Pricing is described as datasets and terms that fit your needs rather than published figures.