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Building multi-brand reporting people can trust

A dashboard is only useful when stakeholders agree on what each number means.

Commerce guide

Define your metrics

Specify net sales, discounts, refunded orders, order date, return date, currencies and wholesale channel treatment.

Resolve duplicate transactions

A Faire order mirrored into Shopify must not be counted twice.

Track data freshness

Show whether metrics are current, delayed, estimated or incomplete.

Make exceptions actionable

A spike in return reasons should connect to SKUs, orders and owners—not just a red chart.

Putting the guidance into practice

Start by documenting the process and defining what counts as a successful, reversible and auditable result. Agree on permissions, decision ownership and operational metrics before activating the workflow.

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