Make incremental movement loads include revised source rows
The incremental model filters only creation time, so a corrected subscription end date never reaches the mart.
- Focused work estimate
- 4h + prerequisites
- Priority in the scenario
- Medium
- Engineering practice
- Incremental processing · Idempotency
Estimated field mix
- Data engineering70%
- Database engineering30%
Field percentages are editorial estimates of the ticket's engineering focus. They total 100%; they are not measured time, proficiency scores, or ownership evidence.
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Project context
A fictional SaaS analyst reports expansion revenue differently from finance because snapshots, refunds and contract changes are joined at incompatible grains.
Setup prerequisites
- Create a synthetic source schema and local transformation project.
- Use integer minor units and distinct reporting currencies.
Preceding work
Complete these dependencies, or supply their agreed outputs before taking this ticket.
Acceptance criteria
- Track source revision or updated watermark with tie breaking.
- Recompute affected grain keys deterministically.
- Commit the output and checkpoint consistently.
Implementation constraints
- Document how deletions and corrections identify affected periods.
Verification to include
- Correct a prior end date and update the affected month.
- Retry after an interrupted run and avoid duplicate movement rows.
Deliverables
- Revision-aware incremental model
Rollout and recovery
Shadow full and incremental builds on a synthetic corpus; fall back to full rebuild if they diverge.
Value of the work
For the engineer: Practice analytical modeling and explainable transformation contracts.
For the team: Review trustworthy reporting definitions and the cost of correcting historical reports.
Evidence boundaries
Outcome Evidence: Tests, patches, and runbooks are requested deliverables. They become Outcome Evidence only through a qualified Mission and immutable Evidence IDs.
Ownership Evidence: Independent adaptation must be observed under a declared verification policy and cite immutable Evidence IDs. Completing a planning ticket establishes no Ownership Evidence.