Business POI & Locations (Government Open Registries)
808K+ business points of interest built from government open-data registries — US city business licenses and the UK Food Hygiene Rating Scheme — with addresses, geocodes and category labels. License-clean (no ODbL contamination in the self-serve packs).
- Records
- 808,397 records
- Refresh
- Monthly refresh (subscription)
- Formats
- CSV + Parquet + JSONL
- Coverage
- US cities + United Kingdom
- Packages
- 77
- Total volume
- 7.6 GB
Slices from
$299
Open-tier snapshots are free below — paid plans add monthly refreshes & support.
Request access / Get a sampleSelf-serve checkout is coming online — request access and we reply within one business day.
What you get
- S — US city registries: 361,421 licensed business locations
- M — UK FHRS: 446,976 food-business establishments with hygiene ratings
- L — Full open-gov pack: 808,397 POIs across both sources
- Addresses, geocodes and normalized category labels
- Data dictionary, datasheet and QA report included
Free sample not yet available for this dataset — request one via the contact form.
Coverage statistics
- Records
- 808,397
- Largest package
- 94.1 MB
Available packages
Real contents of the current builds — row counts, sizes and checksums come from the packaging manifest, not estimates.
| Slice | Scope | Rows | Size | Snapshot | Monthly |
|---|---|---|---|---|---|
| S — us-city-registries | US businesses from the NYC / Chicago / San Francisco open-data registries | 361,421 | 38.2 MB | $299 | $99/mo |
| M — uk-fhrs | UK food businesses from the Food Hygiene Rating Scheme (FHRS), with hygiene ratings | 446,976 | 56.2 MB | $499 | $149/mo |
| L — full-pack | Full license-isolated open-government corpus: UK FHRS + NYC/Chicago/SF registries | 808,397 | 94.1 MB | $999 | $199/mo |
FreeOpen Data — full downloads
This dataset is part of the DataForge Open Data program: the upstream license (Dual license — CC BY-NC 4.0 (DataForge curated layer; academic/personal use, attribution + backlink required); commercial use requires a DataForge commercial license. Upstream: UK OGL v3.0 (FHRS) + US city open-data terms; open_gov corpus only (0 OSM/ODbL)) permits free redistribution, so the complete packages below are free — no signup. Please cite DataForge (data.zalize.com) with a backlink when you use or share this data.
| Package | Rows | Size | Download |
|---|---|---|---|
| S — Local Business POI — Open Government Registries (License-Clean) | 361,421 | 38.2 MB | Free download |
| M — Local Business POI — Open Government Registries (License-Clean) | 446,976 | 56.2 MB | Free download |
| L — Local Business POI — Open Government Registries (License-Clean) | 808,397 | 94.1 MB | Free download |
| open-gov — poi — poi_open_gov_2026-08-01.parquet | 808,397 | 55.1 MB | Free download |
| open-gov — poi — poi_open_gov_2026-08-01.csv.gz | 808,397 | 55.5 MB | Free download |
| open-gov — poi — poi_open_gov_2026-08-01.jsonl.gz | 808,397 | 63.3 MB | Free download |
License: Dual license — CC BY-NC 4.0 (DataForge curated layer; academic/personal use, attribution + backlink required); commercial use requires a DataForge commercial license. Upstream: UK OGL v3.0 (FHRS) + US city open-data terms; open_gov corpus only (0 OSM/ODbL) · Attribution: Contains public sector information licensed under the Open Government Licence v3.0; via DataForge (data.zalize.com)
Full package inventory
Every package registered in the delivery catalog for this dataset — 77 packages, 7.6 GB total, 93,138,746 rows. Sizes, row counts and SHA-256 checksums come straight from the packaging pipeline.
| Package | Date | Rows | Size | sha256 | Access |
|---|---|---|---|---|---|
| Loading 77 packages… | |||||
How to get this data
DataForge (this site)
External channels (free tiers)
# Machine-readable package index (size / sha256 / rows / channels)
curl -s https://data.zalize.com/datasets/business-poi-locations-dataset/packages.json | jq '.packages[0]'
# Request a free sample (signed link sent to your email)
curl -X POST https://dl.zalize.com/api/sample \
-H 'Content-Type: application/json' \
-d '{"dataset":"business-poi-locations-dataset","email":"you@company.com"}'Pricing
One-time snapshot or monthly subscription. Prices are for the Internal Analytics tier; AI-training and redistribution tiers available — see License. Tiers marked “Request access” require a short approval step before delivery. Snapshots of the open tiers are also free above — paid plans add monthly refreshes and support.
| Tier | Scope | One-time snapshot | Subscription | Access |
|---|---|---|---|---|
| S — us-city-registries | US businesses from the NYC / Chicago / San Francisco open-data registries | $299 | $99/mo | Self-serve |
| M — uk-fhrsPOPULAR | UK food businesses from the Food Hygiene Rating Scheme (FHRS), with hygiene ratings | $499 | $149/mo | Self-serve |
| L — full-pack | Full license-isolated open-government corpus: UK FHRS + NYC/Chicago/SF registries | $999 | $199/mo | Self-serve |
AI-training use requires the AI-Training tier (1.5× base); redistribution licensing is quoted individually. Annual subscriptions get 2 months free. License details →
Update frequency & delivery
- Sources: government open-data registries only (US city license portals, UK FHRS) — the self-serve packs contain zero OSM/ODbL records.
- An ODbL edition (OSM-merged) exists for approved buyers — request access.
- Every package ships with a MANIFEST (row counts, bytes, sha256).
Compliance & provenance
Collected only from publicly accessible pages and endpoints — no login-required data, no CAPTCHA solving, no forged authentication. Collection is rate-limited with an identified User-Agent, and collection logs are retained. PII is removed or pseudonymized. Every record carries its source URL and collection timestamp. Sold under a tiered commercial license.
FAQ
How is the data delivered?
Self-serve packages are delivered instantly after checkout via a time-limited download link from our delivery service (dl.zalize.com). Gated and B2B editions are delivered the same way after a short approval step.
Can I use this data for AI training?
Yes — with the AI-Training license tier (1.5× the base price). See the License page for details.
What if I need a custom slice?
Custom cuts of the POI data (by geography, time window or category) are available on request — contact us for a quote within one business day.
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