local business open data

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 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

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

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

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

485 features

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

250 features

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

10 features

Local councils (kunsilli lokali) of Malta — the LAU2 administrative level, all 68 local councils across Malta, Gozo and Comino. Official INSPIRE Administrative Units from the Planning Authority of Malta (INSPIRE Annex I, EU High Value Dataset). Join on nat_code (INSPIRE national code, e.g. MT01402 Mdina) or name (e.g. VALLETTA, ZEBBUG (Malta)). Names are uppercase.

68 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

Administrative Areas (Local Authorities) of the Ireland, 2024. The 31 local authorities (the current local-government tier — counties with the five cities and the four Dublin authorities split out). CC_ID = council code (string, unique, 0 nulls); ENGLISH the council name; COUNTY/PROVINCE parents. Full-res coastline (66 MB) → GeoParquet + 0.001° simplify.

31 features

Geographic boundaries and administrative identifiers for Local Government Areas (LGAs) across Australia, including state and territory associations based on 2021 and 2025 standards.

548 features

Local Authority Districts of the United Kingdom, 2025. December 2025 boundary set (newer than the researched May 2025); UK-wide

361 features

Geographic boundaries and official identifiers for the six local authority districts within Gloucestershire, England, including Gloucester, Cheltenham, Stroud, Cotswold, Forest of Dean, and Tewkesbury.

6 features

2021 Census full count of Total Usual Residents by local authority district.

331 features

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

Interactive map showing the official 2023 population estimates for Malta's 68 local councils, including growth trends since 2012.

Map

2021 Census full-count population (Total Usual Residents) for Local Government Areas in Victoria, Australia.

80 features

Geographic boundaries and classifications for Urban Centres and Localities (UCL) across Australia based on the 2021 Census. The dataset includes hierarchical classifications such as Section of State (SOS) and population ranges (SSR), facilitating analysis of urbanisation and settlement patterns across different states and territories.

1,818 features

Geographic boundaries and names for Suburbs and Localities (SAL) across Australia, based on the 2021 Australian Statistical Geography Standard (ASGS). This dataset provides the spatial extent for residential areas and rural localities, including their parent state and territory associations.

15,334 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 amenities including schools and shops within the Cilaku district of Serang. Note: No medical service locations were found despite the search.

8 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

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

72 features

A dataset of visitor information centres and local/state government offices in the Blue Mountains region.

5 features

Industrial equipment, commercial industrial sites, and industrial companies in Tampines North.

24 features

Comércio, serviços e alimentação em Campina Grande.

893 features