POIData.xyz
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Euclid Analytics
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There's many such services, look for "points of interest (POI) data" or sometimes "place data". https://www.safegraph.com/ (premium) or https://poidata.xyz/ (cheap). If it's just restaurants in that one city there might be a government open data set like food/health inspection. https://health.data.ny.gov/Health/Food-Service-Establishment-Last-Inspection/cnih-y5dw/about_data (note the 'export' button on the top... - Source: Hacker News / 3 months ago
SafeGraph - SafeGraph's Points-of-Interest (POI) data, geofences, business listings, & foot-traffic data empowers firms to do better geolocation, marketing attribution, retail analytics, & location intelligence.
Euclid Analytics - Euclid Analytics provides answers and insights to brick and mortar retailers in the same way that web analytics services do for e-commerce.
PlaceIQ - PlaceIQ provides location intelligence services that enable advertisers to reach mobile brand audiences for marketing activities.
Local Logic - Local Logic is a leading data providing software that allows rich lifestyle data to access you to the complete address.
Web Content Extractor - Web Content Extractor is the most easy-to-use web scraping software and web data extraction software
Accern - Accern is a reputable data platform that allows you to design data for the enterprises that enables them to enhance productivity via increasing the conversion rates.