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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.
58 published articles · current stories newest first, archives follow
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.
Designing Downloadable Data Products for Secure, Reliable Delivery
Build a trustworthy data-delivery system that connects accurate packaging, licensing, payment, entitlement, storage integrity, download evidence, and customer recovery.
Privacy-Aware B2B Research: Consent, Suppression, and Responsible Data Use
A practical operating guide to B2B research, consent, account linkage, suppression, data quality, audience controls, and responsible commercial outreach.
Customer Portals That Reduce Friction Instead of Creating It
A practical guide to customer portals that reduce uncertainty by connecting identity, orders, invoices, entitlements, downloads, support, recovery, and security.
Automation With Evidence: Designing Workflows That Can Be Audited and Recovered
A practical guide to automation that can be explained, retried, reconciled, tested, cleaned up, and recovered without hidden operational risk.
Build or Buy? When a Small Business Needs a Custom Operations Platform
Decide when commercial software is the sensible choice and when a custom operations platform can reduce long-term cost, friction, and operational ambiguity.
CSV Is Not a Strategy: Moving Structured Data Into a Working Business System
CSV is excellent for exchange, but a working business system must add identity, relationships, validation, permissions, history, workflow, and recovery.
Data Quality Operations: A Practical System for Trustworthy Records
A practical operating system for defining, validating, monitoring, correcting, and explaining data quality across sources, records, and workflows.
Data Licensing Explained: Choosing Usage, Publication, or Master Rights
A customer guide to choosing Oddity Usage, Publication, or Master Rights based on how a purchased database will be used, published, delivered, and updated.
What Makes a Business Dataset Worth Buying?
A buyer’s guide to evaluating whether a business dataset provides the coverage, fields, freshness, formats, license rights, and evidence your project needs.
AI-Ready Data: Preparing Structured Datasets for Retrieval, Agents, and Automation
AI systems become dependable when their data has stable identities, clear meaning, known provenance, controlled access, practical evaluation, and safe recovery paths.
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U.S. Jewelers and Jewelry Store Locations Database
38,557 Jewelry retail locations
v. 2.0.0
Updated 1 day ago
v. 2.0.0
Updated 1 day ago