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AINGEST-103 · Validate batch boundaries

Normalize sensor units through a versioned conversion table

Practice briefTaskIntermediate

Two device models emit watt-hours and kilowatt-hours under the same field name.

Focused work estimate
2h 30m + prerequisites
Priority in the scenario
Medium
Engineering practice
Data normalization · Versioning

Estimated field mix

  • Data engineering100%

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 energy dashboard receives hourly device batches. Corrupt archives and late corrections leave operators unsure which readings reached reports.

Setup prerequisites

  • Create synthetic device batches and local object-store fixtures.
  • Understand checksums and bounded streaming.

Preceding work

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

Acceptance criteria

  • Require a known unit and conversion version.
  • Preserve raw numeric value and declared unit in lineage.
  • Reject unsupported units and nonfinite measurements.

Implementation constraints

  • Use decimal arithmetic for documented conversions.

Verification to include

  • Convert synthetic Wh and kWh to equal canonical readings.
  • Reject missing units and nonfinite input.

Deliverables

  • Unit conversion contract and cases

Rollout and recovery

Publish conversion revisions for new runs; retain old mappings for replay.

Value of the work

For the engineer: Practice batch integrity, replay and data-quality boundaries.

For the team: Review whether operational data can be traced, corrected and recovered.

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.