Data Sources

How WhereRetail builds and maintains listing information

Last updated: April 2026

How Listing Information Is Built

WhereRetail compiles listing data from a combination of publicly available sources, direct business submissions, and community contributions. Our team aggregates information from government registries, mapping services, official business websites, and social media profiles to create comprehensive retail listings that help shoppers find the right stores.

Business owners and managers can also submit or update their own listing details directly through our platform. In addition, community members contribute by suggesting edits, reporting outdated information, and sharing firsthand knowledge about local retail locations. This multi-source approach helps us maintain broad coverage across regions and retail categories.

Types of Information Displayed

Each listing on WhereRetail may include the following types of information:

  • Business name and brand affiliation
  • Physical address and geographic coordinates
  • Phone number and contact details
  • Operating hours (regular and holiday schedules)
  • Retail category (e.g., supermarket, department store, shopping mall)
  • Available amenities (parking, Wi-Fi, accessibility features)
  • Customer ratings and review summaries
  • Photos of the storefront, interior, and surrounding area

Data Quality and Updates

We are committed to providing accurate and up-to-date information. Our data pipeline runs regular checks to identify listings that may have changed, such as stores that have closed, relocated, or adjusted their operating hours. When discrepancies are detected, our team reviews the information and applies corrections.

Despite our best efforts, some listing details may become outdated between update cycles. We encourage users to verify critical information, such as operating hours and product availability, directly with the business before visiting. If you notice an error, you can report it through our contact page and we will investigate promptly.

Helpful Summaries and Insights

Beyond raw business data, WhereRetail provides curated summaries and insights designed to help shoppers make informed decisions. These include neighborhood overviews, category comparisons, and highlights of notable features for specific locations. Our editorial content is created to give context that a simple address listing cannot provide.

Some summaries are generated with AI assistance to improve coverage and consistency across thousands of listings. All AI-generated content is reviewed for accuracy and relevance before publication. Our goal is to complement factual data with useful context that makes your shopping trip easier to plan.

Reporting Errors

If you find incorrect, incomplete, or outdated information on any listing, we want to hear from you. Accurate data benefits everyone who uses WhereRetail, and community reports are one of our most valuable tools for maintaining quality.

To report an error, visit our Contact page and include the listing name, the specific issue, and any corrected details you can provide. Our team typically reviews and resolves reports within a few business days.

Business owners can also claim their listing through our Claim Business page to gain the ability to suggest updates directly. Verified business owners play an important role in keeping their listing information current and complete.

Listing information is provided for general reference. Always confirm details such as hours, availability, and services directly with the business before visiting.