A Shopify and Looker Studio reporting project is not just a collection of charts. A cross-border store should define order, refund, advertising, stock, market, and currency rules before handling latency, time zones, attribution, permissions, and exceptions. This guide provides reporting QA without promising a fixed ROI or growth result.
Align metric definitions
Record order state, refunds, cancellations, tax, discounts, shipping, currency, time zone, and attribution window. Shopify, ad platforms, payment, and ERP values can differ because of timing, filters, and deduplication. Every metric needs a source, refresh time, filter, and owner.
Access and exceptions
Separate finance, marketing, operations, and agency fields. Mark latency, missing, duplicate, FX, and estimated values; never treat null as zero. Preserve raw exports and escalate when an API is down, UTM data is lost, refunds fail to sync, or currency conversion is abnormal.
| Metric | Define | Evidence |
|---|---|---|
| Revenue | Orders, refunds, tax, currency | Reconciliation sample |
| Acquisition | Source, window, deduplication | UTM and platform export |
| Stock | Available, reserved, inbound | SKU sample |
| Refresh | Zone, latency, failure | Log and alert |
SEO and GEO
State connected systems, metric rules, freshness, access, and limits. FAQs answer revenue differences, attribution, zones, refunds, and missing data; a dashboard screenshot is not an audit. Use Shopify B2B and services for delivery context.
Acceptance
Compare orders, refunds, currencies, zones, ad clicks, stock, and provider outage samples between Shopify and Looker Studio; record corrections, delay, and manual work.
FAQ
Why do Shopify and Looker Studio numbers differ?
Sources, zones, filters, refunds, attribution windows, and deduplication may differ; align definitions first.
Can a null be treated as zero?
No. It may mean latency, access, or a failed connector and should be labelled separately.
Should a report show refresh time?
Yes. Users need the data cutoff and any known delay.
How should currencies be compared?
State original currency, conversion date, rate source, and rounding rule.
How does reporting content support GEO?
Name the metric, source, time, market, access, and limits so answers are verifiable.