retail open data

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

560 features

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

82 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

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

87 features

All Greggs branded locations in Greater Manchester, UK.

126 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 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

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

485 features

Small grocery stores and kirana shops in Guwahati.

58 features

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

72 features

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

620 features

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

37 features

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

10 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

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

150 features

Comércio, serviços e alimentação em Campina Grande.

893 features

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

250 features

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

Map

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

All GameStop locations in Washington state.

74 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-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

Convenience store locations within Seoul.

1,447 features

Tractor Supply Co. retail locations in Georgia.

98 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

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

55 features

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

130 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

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

111 features

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

849 features

Dollar Tree locations in Florida.

668 features

Family Dollar stores located in Florida.

654 features

Dollar Tree store locations in Georgia.

362 features

Dollar General locations in Florida.

1,165 features

Dollar General locations in Texas.

2,040 features

All Walmart-branded units in Texas, including pharmacies and other sub-units, excluding Sam's Club.

1,159 features

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

1,203 features

Toolstation locations across the UK.

639 features