Architecture case-study blueprint: no deployment results, customer endorsement, or measured improvements are claimed.

Data and operating scope

Select ETL definitions, asset reference versions, unit conversions, and shift boundary examples.

Deterministic solution

Translate approved transformation patterns and test unit conversion and event-time rules.

Agentic solution

Investigate embedded assumptions and propose target transformations for engineer review.

Acceptance evidence

Shift-boundary tests, unit-conversion checks, lineage mappings, and signed-off exception handling.

Decision boundary

Approved rule execution can be repeatable for the same versioned inputs and settings. Agent-generated proposals can vary and must pass the same regression and business acceptance gates.