Find the drink, then find what goes in it
A drink name is only the start. Explore 16,893 recipes, compare formulas, and connect each drink to its ordered ingredients in the updated Drinks and Cocktails Database.
Oddity Journal
Useful thinking for practical technology.
Field notes, guides, and clear explanations for people working with business data, digital products, software, and the systems that connect them.
Latest perspectives
Data, development, and the work between.
79 published articles · current stories newest first, archives follow
Lawyers Database 2.0.0: A Clearer Way to Work With Legal Business Locations
Explore 149,225 selected attorney and law-firm business locations across all 50 states, with linked contacts, practical formats, and clear guidance on coverage and licensing.
Optical Goods Database Updated: 14,719 Selected U.S. Locations
Explore the October 14, 2026 Optical Goods Database release: 14,719 selected U.S. locations, published contacts, source lineage, and package joins.
Tree Services Database Updated: 13,238 Selected U.S. Locations
Explore build #163 of the Tree Services Database: 13,238 selected U.S. business places, published contacts, and a clear location-ID join across three packages.
U.S. Publishers and Printing Database Updated: 39,171 Connected Locations
The October 10, 2026 release organizes 39,171 selected U.S. publishers and printing locations into connected Usage, Publication, and Master packages. See how contacts, classifications, reported brand links, and historical context join by location ID.
U.S. Non-Profit Organizations Database Updated: 1,960,014 Records
Explore build #161 of the U.S. Non-Profit Organizations Database: 1,960,014 tax-exempt organization records linked by EIN across directory, tax-profile, and financial-snapshot tables.
U.S. Auto Dealers Database 2.0.0: A practical guide to the release
A guide to exploring U.S. auto dealer locations, related business details, and the checks that make a directory useful in a real workflow.
U.S. Veterinarian Practice Locations Database 2.0.0: Six Connected Tables for Practice Research
Explore 39,007 listed veterinary practice locations and the contact, classification, brand and historical tables available across three packages.
U.S. Pharmacies Database 2.0.0: Working with location and provider records
Learn how to inspect pharmacy location records, understand related provider details, and review the release before adding it to a research or mapping workflow.
Golf Courses and Golf Resorts Database 2.0.1: Four Tables for Course Research
Explore 39,633 golf courses and the connected contact, amenity, and attribute tables in the current 2.0.1 release.
How Small Businesses Can Use AI Without Surrendering Their Operational Knowledge
Use AI to strengthen a small business without trapping its records, procedures, prompts, decisions, and customer knowledge inside one provider.
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