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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 / 4 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.
Mozenda - The Mozenda screen scraper provides web data extraction software and data scraping tools that make it easy to capture content from the web
PlaceIQ - PlaceIQ provides location intelligence services that enable advertisers to reach mobile brand audiences for marketing activities.
BeautifulSoup - Beautiful Soup: a library designed for screen-scraping HTML and XML.
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.
ParseHub - ParseHub is a free web scraping tool. With our advanced web scraper, extracting data is as easy as clicking the data you need.