Find Me Non-Alcoholic

Data Sources

Find Me Non-Alcoholic aggregates information from multiple reliable sources to provide comprehensive and accurate listings of non-alcoholic beverage venues.

Primary Data Sources

Direct Business Contact

We reach out directly to businesses to verify information and gather details about their non-alcoholic offerings. This includes phone calls, email correspondence, and in-person visits to confirm hours, menu items, and contact details.

Official Business Websites

Business websites provide authoritative information about hours, locations, menus, and contact details. We regularly check official sites for updates and changes to ensure our listings remain current.

Google Places API

Google's business directory provides basic information including addresses, phone numbers, hours, and user ratings. This data is cross-referenced with other sources for accuracy.

Social Media Platforms

Business social media accounts often contain the most up-to-date information about hours, special events, menu changes, and temporary closures. We monitor official accounts for real-time updates.

Secondary Sources

Review Platforms

Platforms like Yelp, TripAdvisor, and others provide additional context about businesses, including user experiences and photo documentation. We use this information to supplement our primary data, not replace it.

Local Business Directories

City-specific directories and chamber of commerce listings help identify businesses and provide contact information, particularly for smaller or newer establishments.

Industry Publications

Trade publications, food and beverage magazines, and local press coverage help identify new venues and trends in the non-alcoholic beverage space.

Community Contributions

User submissions play an important role in keeping our directory comprehensive:

  • Venue Suggestions: Community members recommend new businesses to include
  • Update Reports: Users notify us of changes to hours, closures, or menu updates
  • Experience Sharing: First-hand accounts help verify venue quality and offerings
  • Photo Contributions: User-submitted photos supplement official business imagery

Verification Process

All information undergoes verification before publication:

  1. Multi-Source Confirmation: Information is verified across multiple sources
  2. Direct Verification: Key details are confirmed with businesses directly
  3. Temporal Validation: Recent information is prioritized over outdated sources
  4. Editorial Review: Human editors review all data before publication
  5. Ongoing Monitoring: Regular checks ensure information remains accurate

Data Freshness

We maintain data quality through regular updates:

  • Quarterly Reviews: All listings are reviewed every three months
  • Real-Time Updates: Changes are made immediately when reported
  • Seasonal Adjustments: Hours and availability are updated for seasonal businesses
  • Closure Monitoring: Closed businesses are promptly removed from listings

Quality Assurance

Multiple quality checks ensure data reliability:

  • Cross-Reference Validation: Information is checked against multiple sources
  • Consistency Checks: Data formatting and standards are enforced
  • Editorial Oversight: Human editors review all automated data collection
  • User Feedback Integration: Community reports trigger verification reviews

Transparency

Each business listing includes information about data sources and verification dates:

  • Source Attribution: Primary data sources are identified for each listing
  • Verification Dates: When information was last confirmed
  • Update History: Significant changes are tracked and dated
  • Contact Information: Ways to report errors or suggest updates

Limitations

While we strive for accuracy, users should be aware of potential limitations in our data. Business hours, menu items, and availability can change without notice. We recommend calling ahead for critical information like hours or specific menu items.

Contributing

Help us maintain accurate information by reporting changes, suggesting new venues, or sharing your experiences. Use our contact form to submit updates or corrections.