rural retail open data

Tractor Supply Co. retail locations in Georgia.

98 features

A dataset of retail shops and cafe businesses in Bristol, excluding industrial and wholesale, collected to assist in identifying independent business clusters.

560 features

Geographic boundaries and classifications from the 2021 Australian Census, categorizing regions into urban centers, bounded localities, and rural balance areas based on population size and density.

71 features

A dataset of grocery stores, convenience stores, and supermarkets in Guwahati, India.

82 features

Cabins, campgrounds, and agricultural sites in Eau Claire County, WI.

67 features

All Greggs locations in the United Kingdom, retrieved for distribution and density analysis.

3,191 features

Local amenities including schools and shops within the Cilaku district of Serang. Note: No medical service locations were found despite the search.

8 features

A comparison of Whole Foods Market and Trader Joe's locations in Austin, Texas.

8 features

Small grocery stores and kirana shops in Guwahati.

58 features

商业、文化、旅游及公共服务设施分布数据，包含购物、餐饮、公园、历史地标及各类服务设施。

59 features

A comprehensive dataset of Pret A Manger locations across the United Kingdom.

519 features

A dataset of independent retail outlets and cafes across Bristol, identified by filtering out national brands and chains to highlight local businesses.

485 features

A selection of retail and food businesses in the Tiebei area of Changchun, focusing on modern commercial formats. Includes clothing stores, shoe stores, jewelry stores, and fast food restaurants.

19 features

Sports Direct locations across the UK, including retail stores, fitness centers, and concessions.

620 features

All Greggs branded locations in Greater Manchester, UK.

126 features

A dataset of all Tesco locations in Northern Ireland, including supermarkets, convenience stores, petrol stations, and Tesco services (Mobile, Bank).

87 features

Local shops and cafes in the Shengli Neighborhood, including coffee shops, bakeries, and boutique stores.

10 features

Locations of Kenji, Pop Mart, and Miniso retail stores in the UK.

37 features

A comprehensive dataset of retail food outlets across Cornwall, including major supermarket chains, local grocery stores, and convenience shops.

72 features

Geographic boundaries and classifications for Sections of State (SOS) in Australia from the 2021 Census. This dataset categorizes regions into urban and rural types, including Major Urban, Other Urban, Bounded Locality, and Rural Balance across all states and territories.

34 features

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

Comércio, serviços e alimentação em Campina Grande.

893 features

Median age data for counties in Iowa.

99 features

Interactive map showing the distribution of 72 major supermarket retail stores across Cornwall, UK, categorized by brand.

Map

All GameStop locations in Washington state.

74 features

Pubs and Corner Shops in Telford and Wrekin, excluding supermarkets. Note: Dataset includes incidental supermarket records identified in sub-category breakdown.

250 features

Education, healthcare, and commerce points of interest in Mandaguaçu.

150 features

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 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

Comprehensive geographic and administrative dataset of Brazilian census sectors, including urban and rural classifications, municipal and state identifiers, and land area measurements.

468,097 features

Geographic census data for Mexico organized by AGEB (Basic Geostatistical Areas), including state, municipality, and locality identifiers with urban and rural classifications.

82,283 features

A comprehensive dataset of over 51,000 Mexican localities, including administrative codes for states and municipalities, official names, and classification into urban or rural environments.

51,766 features

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-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

A comprehensive map of all Sainsbury's retail locations and in-store service points across Scotland.

130 features

Convenience store locations within Seoul.

1,447 features

Yoga studios, boutiques, coffee shops, barber shops, hair salons, nail salons, bookstores, and smoothie/juice bars in Kensington-Cedar Cottage. Note: Includes some chain locations and non-retail categories due to data granularity.

59 features

A collection of local businesses in Renfrew-Collingwood, including salons, coffee shops, and grooming services.

55 features

Home Depot store locations in Georgia, deduplicated to ensure one record per site.

111 features

Family Dollar stores located in Florida.

654 features

Dollar General locations in Texas.

2,040 features

Dollar Tree store locations in Texas, retrieved from Overture Maps for proximity analysis.

849 features

Dollar Tree store locations in Georgia.

362 features

Dollar General locations in Florida.

1,165 features

Dollar General locations in Georgia for proximity analysis with Dollar Tree.

1,203 features

Dollar Tree locations in Florida.

668 features