noCV
BSLO-102 · Define indicators

Deduplicate retried checkout attempts in indicator calculations

Practice briefBugIntermediate

Client retries inflate both request volume and apparent success.

Focused work estimate
2h 30m + prerequisites
Priority in the scenario
High
Engineering practice
Metrics · Idempotency

Estimated field mix

  • Site reliability60%
  • Data 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 checkout service reports process uptime while customers experience failed orders and slow confirmations.

Setup prerequisites

  • Create synthetic request and order-event traces plus a local query or metrics fixture; no production telemetry required.

Preceding work

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

Acceptance criteria

  • Count one logical attempt under the declared identity.
  • Preserve retry observations separately.
  • Flag missing identities without guessing deduplication.

Implementation constraints

  • Avoid user-identifying metric labels.

Verification to include

  • Count a retried successful attempt once.
  • Expose ambiguous records with missing attempt IDs.

Deliverables

  • Deduplicated indicator query.

Rollout and recovery

Compare old and new counts before switching dashboards.

Value of the work

For the engineer: Practice SLI semantics, alert evaluation, and reliability tradeoffs.

For the team: Align reliability discussions with customer outcomes and explicit measurement limits.

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.