Capture events that reflect progress, not vanity. For each event, define the actor, the action, the object, and necessary context. Avoid over-collecting by tying every field to a decision or message. Simpler models debug faster, integrate cleaner, and future-proof migrations.
Use deterministic matches first, then cautious probabilistic links with clear audit trails. Respect do-not-track preferences and regional regulations. Let customers edit profiles, download data, and revoke permissions easily. When in doubt, keep less, ask permission, and explain why it benefits the relationship.
Create a simple data council with representation from marketing, product, sales, and support. Meet briefly to approve changes, reduce duplication, and publish updates. Add linters, alerts, and dashboards so issues surface quickly. Good governance is a speed feature, not a bureaucratic anchor.
All Rights Reserved.