Data Value Patterns

Use this skill when raw events are not yet useful enough for analytics, product decisions, or downstream serving.

Default procedure

1. Identify what is missing from the raw data:
   • business context
   • technical context
   • summarized measures
   • user sessions
   • stable ordering
2. Choose the smallest pattern that adds the missing value.
3. Keep raw lineage visible so debugging is still possible.
4. Favor reusable intermediate entities over one-off dashboard-specific transforms.

Pattern guide