---
title: Data sources | Neighborhood Picks
url: https://theneighborhoodpicks.com/data-sources/
updated: 2026-10-29
---

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[**Neighborhood Picks** Good local businesses, closer to home](https://theneighborhoodpicks.com/)

[How we pick](https://theneighborhoodpicks.com/how-we-pick/) [About](https://theneighborhoodpicks.com/about/)

[For business owners](https://theneighborhoodpicks.com/claim/)

1. [Home](https://theneighborhoodpicks.com/)
2. Data sources

# Data sources

Neighborhood Picks is built from public data and records. This page lists where each kind of information comes from, so you can judge it and check it yourself. Business pages name the source and date of their data.

## Google Maps data

Business names, addresses, phone numbers, websites, opening hours, ratings and review counts come in large part from Google Maps data that we collected earlier, between October 29, 2026 and October 30, 2026. Ratings and review counts are a snapshot, not a live feed, and can differ from what Google shows today. Some ratings and review counts come from Google Maps data collected in 2021; where that is the case they are labelled with that year, for example "123 (2021)".

## Overture Maps Places

We also use Overture Maps Places (release 2026-10-21.0) to find businesses and to confirm names, addresses, phone numbers, websites and whether a place is still open. This data is available under the [Community Data License Agreement, Permissive, Version 2.0 (CDLA-Permissive-2.0)](https://cdla.dev/permissive-2-0/).

© Overture Maps Foundation. More at [overturemaps.org](https://overturemaps.org).

## U.S. Census Bureau

City figures such as population, households, home values, owner-occupied share and the age of the housing stock come from the [U.S. Census Bureau](https://www.census.gov) (population estimates and the American Community Survey). Each fact shows its source and period where it appears.

## State licence records

Where a state publishes licence records, we look businesses up in them. For Florida this is the [Department of Business and Professional Regulation (DBPR)](https://www2.myfloridalicense.com). A licence check shows what the record said on the date it was checked; it is not a guarantee of work quality. Insurance and similar documents are only shown when the business sent them to us.

## How often data is refreshed

- Business details, ratings and review counts: refreshed in regular rounds. Each page shows the date it was last updated (this page set: October 29, 2026).
- Overture Maps Places: we take over each new release after checking it; releases are published about monthly.
- Census figures: updated when the Bureau publishes new estimates, usually once a year.
- Licence and record checks: repeated when a check is due; the check date is shown next to each result.

## Corrections

If something is wrong or out of date, [tell us](https://theneighborhoodpicks.com/corrections/) and we will correct it. How lists are put together is described in [our methodology](https://theneighborhoodpicks.com/how-we-pick/).

Neighborhood Picks

Good local businesses, picked one neighborhood at a time. Every pick shows whether the business is based here, regularly works here, covers the whole city, or hasn't shown us yet. We earn money from optional profile upgrades, clearly labelled neighborhood sponsorships and, when you ask for a quote, a fee from the businesses that receive it. None of that changes a pick or a label.

## Find picks

- [All neighborhoods](https://theneighborhoodpicks.com/)
- [Ask for quotes](https://theneighborhoodpicks.com/quote/)

## About us

- [About Neighborhood Picks](https://theneighborhoodpicks.com/about/)
- [How we pick](https://theneighborhoodpicks.com/how-we-pick/)
- [What the coverage labels mean](https://theneighborhoodpicks.com/how-we-pick/#labels)
- [How we make money](https://theneighborhoodpicks.com/how-we-make-money/)
- [Corrections](https://theneighborhoodpicks.com/corrections/)

## Contact & legal

- [For business owners](https://theneighborhoodpicks.com/claim/)
- [Contact us](https://theneighborhoodpicks.com/contact/)
- [Data sources](https://theneighborhoodpicks.com/data-sources/)
- [Privacy](https://theneighborhoodpicks.com/privacy/)
- [Terms](https://theneighborhoodpicks.com/terms/)

© 2026 Neighborhood Picks. Picks and labels reflect what we could confirm on the date shown on each page.