25 free datasets tagged “eating out”. Open any one in Mapstack — no GIS skills, no download.
Cornwall, Devon, and Plymouth Boundaries
Administrative boundaries for the counties and unitary authorities of Cornwall, Devon, and Plymouth in South West England.
3 features
Lower layer Super Output Areas (United Kingdom, 2021)
Lower layer Super Output Areas of the United Kingdom, 2021. England and Wales only, census 2021 (near the 50k cap); Scotland/NI equivalents are Data Zones, next pass
35,672 features
Output Areas (United Kingdom, 2021)
Output Areas of the United Kingdom, 2021. England and Wales census 2021 output areas — ceiling removed 2026-07-16; attempted, bounded by machine limits only
188,880 features
Plymouth household deprivation by electoral ward
Household deprivation status for electoral wards in Plymouth, based on 2021 Census table TS011. Measures households deprived in 0 to 4 dimensions.
20 features
Plymouth youth population (10-19) by ward
Youth population (aged 10-19) in Plymouth by electoral ward, with total population as denominator.
Middle layer Super Output Areas (United Kingdom, 2021)
Middle layer Super Output Areas of the United Kingdom, 2021. England and Wales only, census 2021
7,264 features
South Korea Towns and Neighborhoods (행정 읍면동) 2025
Official sub-municipal administrative boundaries of South Korea — 3,559 eup/myeon/dong units (the administrative hierarchy used for census statistics, not the legal-district hierarchy). Statistics Korea SGIS census boundaries, base date 30 June 2025, SGIS statistical codes. Generalised for web delivery.
3,559 features
South Korea Provinces and Metropolitan Cities (시도) 2025
Official first-tier administrative boundaries of South Korea — 17 units: 8 provinces, 6 metropolitan cities, Seoul Special City, Sejong Special Self-Governing City and Jeju Special Self-Governing Province. Statistics Korea SGIS census boundaries, base date 30 June 2025, SGIS statistical codes. Generalised for web delivery.
17 features
Brazil Country Outline (País) 2025
Geospatial boundaries and land area measurements for Brazil, providing total area in square kilometers.
1 features
South Korea Municipalities (시군구) 2025
Official municipal-level census boundaries of South Korea — 252 si/gun/gu units in the Statistics Korea SGIS scheme, which counts non-autonomous districts of large cities separately. Base date 30 June 2025, SGIS statistical codes. Generalised for web delivery.
252 features
Fast Food Brands in Utah
Locations of Wendy's, Chick-fil-A, and In-N-Out Burger in Utah.
173 features
Independent Shops and Cafes in Bristol
A dataset of independent retail outlets and cafes across Bristol, identified by filtering out national brands and chains to highlight local businesses.
485 features
Cafes in Bristol
A dataset of cafes, coffee shops, and tea rooms in Bristol. Note: Some records may be categorized as restaurants or fast food outlets based on Overture taxonomy.
462 features
Bus Stations in Guwahati
Bus stations within the Guwahati boundary for route planning.
12 features
Blue Mountains Tourism Region Boundary
Geographic boundary and administrative identifiers for the Blue Mountains Tourism Region in New South Wales, Australia, based on 2021 definitions.
Greggs locations by Greater Manchester ward
A spatial analysis showing the distribution and density of Greggs bakery outlets across electoral wards in Greater Manchester, including total population counts for demographic context.
215 features
Shops and Cafes in Shengli Neighborhood
Local shops and cafes in the Shengli Neighborhood, including coffee shops, bakeries, and boutique stores.
10 features
Supermarkets in Cornwall
A comprehensive dataset of retail food outlets across Cornwall, including major supermarket chains, local grocery stores, and convenience shops.
72 features
England and Wales population by LSOA
Census 2021 full-count population total by Lower layer Super Output Area (LSOA). Note: Coverage is restricted to England and Wales.
London's Premium Neighborhoods: Space, Wealth, and Heritage
Every one of London's top 10 wards for wealth and space sits within a protected conservation area. Northcote leads the city with a composite score of 98.86, identifying the enclaves where high-income professionals and large family homes intersect.
Report
Local Authorities in West of England
Geographic boundaries and official identifiers for Local Authority Districts in the West of England region, including Bristol, Bath and North East Somerset, North Somerset, and South Gloucestershire.
4 features
Tarrant County Local Businesses
Local business clusters in Tarrant County, including boutiques, coffee shops, barber shops, hair salons, pet groomers, nail salons, bookstores, and smoothie/juice bars. Note: Some contamination (e.g., chain restaurants, beauty salons) may exist due to Overture categorization.
3,605 features
Local Businesses in Denton County, Texas
Local business locations including boutiques, coffee shops, barber shops, hair/nail salons, dog groomers, bookstores, and juice/smoothie bars within Denton County, Texas. Note: This dataset includes some national chain and restaurant entries due to Overture's category definitions.
1,363 features
Local Businesses in Collin County, TX
Boutiques, coffee shops, barber shops, hair salons, dog groomers, nail salons, bookstores, juice bars, and smoothie businesses in Collin County, TX.
2,128 features
Local Businesses in Dallas County
Local-style businesses including boutiques, coffee shops, barber shops, hair salons, dog groomers, nail salons, bookstores, juice bars, and smoothie businesses in Dallas County. Note: This dataset includes all businesses under these categories, including national chains and restaurants as categorized in Overture Maps.
4,674 features
