noCV
LAKE-108 · Release the mart safely

Block publication when revenue fails source reconciliation

Practice briefTaskIntermediate

A transformation passes SQL syntax checks while dropping one currency partition. The dashboard refresh succeeds and hides the revenue gap.

Focused work estimate
2h 30m + prerequisites
Priority in the scenario
High
Engineering practice
Data quality gates · Financial reconciliation · Release controls

Estimated field mix

  • Data engineering60%
  • Quality engineering40%

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 marketplace reports daily sales to merchants. Refund joins inflate revenue, merchants close books in different time zones, and backfills compete with nightly loads. All source orders and merchants are synthetic.

Setup prerequisites

  • SQL joins and aggregates
  • Batch pipelines
  • Metric definitions

Preceding work

Complete these dependencies, or supply their agreed outputs before taking this ticket.

Acceptance criteria

  • Compare counts and exact minor-unit totals by merchant, date, and currency.
  • Block unexplained differences while preserving the previous generation.
  • Report bounded discrepancy references and transformation version.

Implementation constraints

  • Percentage tolerance cannot excuse exact integer ledger mismatches.

Verification to include

  • Publish a fully reconciled fixture.
  • Drop one EUR partition and assert publication blocks with an actionable report.

Deliverables

  • Reconciliation gate and discrepancy report

Rollout and recovery

Observe known fixtures first, then enforce the gate before manifest publication.

Value of the work

For the engineer: Practice metric contracts, historical dimensions, incremental processing, and reproducible warehouse releases.

For the team: Inspect whether an engineer can reconcile business totals and explain metric changes in a reviewable data product.

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.