We pored through spreadsheets to isolate categories and look for issues in the data. And SafeGraph was the clear winner. There was just so much weird, junky stuff in the other datasets, it just didn't pass basic data quality. So kudos to SafeGraph for a solid product.
We consider SafeGraph data the ‘source of truth’ for all retail site operations. If non-client data sources don’t match to SafeGraph data, we consider it bad information.
From the beginning of our data sourcing process, SafeGraph provided the most comprehensive and actionable POI dataset. Their coverage of the top 1,000 restaurants is unmatched and invaluable.