Case study

E-commerce retailer: Shopify, ERP and accounting data stopped drifting apart.

Anonymized proof page with method notes, redacted visuals and handover artifacts.

Operations control surface

Order-to-cash workflow

Healthy12:06

Live process rail3 exceptions watched

1Capture
2Validate
3Route
4Approve
5Report

Exception queue

Needs owner

12:04Credit hold requires approvalFinance
12:05Warehouse count mismatchOps
12:06Report refreshed from sourceAuto

340 hrs/mo removed 99.6% sync accuracy 0 silent failures

Concept UI: a controlled workflow surface for handoffs, exceptions, rules and reporting.

99.6% sync accuracyMethod: compared baseline month to three-month post-launch average.

Daily close automatedMethod: measured from operational logs and stakeholder sign-off.

0Critical handover gaps at launch.

Before.

Commerce, ERP and accounting disagreed after every busy day.

After.

Daily close became a review of exceptions instead of a full manual rebuild.

What changed.

Implemented idempotent sync, reconciliation views and exception handling around fulfilment events.

Metric method.

Each metric is paired with the source used to measure it: workflow logs, finance reports, support queues or stakeholder-approved baseline snapshots. Final client-facing versions should include the approved measurement source and date range.

Handover artifacts.

Architecture diagram and data ownership notes.
Deployment and rollback runbook.
Known edge cases and recovery paths.
Training walkthrough for the internal owner.

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