Report Pundit Experts for Custom Shopify Reports

The app already ships more than 150 reports. An expert earns their fee on the ones it doesn't: reports built around your tags, your metafields and the way your finance team wants to read them.

Custom report builds. Finance, tax and operations reports assembled from tags, metafields and line-item properties. A wholesale tag, a supplier metafield or a personalisation note on a line item can each become a column you filter and total.

Payout reconciliation and accounting exports. Reports built on payout reconciliation data, laid out the way your accountant wants them every month.

Multi-store consolidation. One view of sales across several stores, Markets and currencies, for brands running regional stores that finance would otherwise stitch together by hand.

Scheduled delivery. Reports set to arrive by email or in Google Sheets on a fixed schedule, so Monday's numbers don't depend on someone remembering to run them.

Marketing reports. Connecting GA4, Google Ads and Meta ad data so ad spend, orders and revenue share one report.

POS and cash. Combining Shopify POS sales with online orders, with cash tracking for stores that take money over the counter.

Knowing when not to build. The vendor's live support team builds custom reports on request. A good expert hands simple requests to that team and keeps the work that needs knowledge of your business.

Report Pundit work sits between data and bookkeeping. The right person asks which decision a report supports before they build it.

Bring real examples. Send two or three spreadsheets your team assembles by hand today. The right person sorts them into reports the pre-built library already covers and ones that need building.

Test their understanding of the gaps. Ask how they'd explain a difference between a figure in the app and the same figure in Shopify Analytics. If they can't say why it happens, keep looking.

Ask for field work. Request an example built on metafields or line-item properties. Those reports separate an expert from someone who only runs the presets.

Multi-store experience. If you run several stores or currencies, ask how they handled currency in a consolidated report and who signed it off.

Ask who reads it. A report for a warehouse lead and one for an accountant need different layouts and different definitions. A good expert asks before building.

Red flags. Promising figures that match Shopify Analytics to the cent, or quoting to rebuild a report that's already in the library.

Start with one scheduled report. A small paid task, a single custom report delivered weekly to the right inbox, shows accuracy and communication before a full reporting pack.

Figures won't always match Shopify Analytics. Shopify doesn't give third-party apps API access to its analytics data, so the app works from the store data it syncs. Some numbers will differ. Decide early which source is the reference for each metric, and write it down.

Syncing takes time. Data syncs when you use the app, on a schedule, and automatically every six hours. The first sync can take days, so build and test reports after it finishes, not on install day. When orders seem to be missing, check the sync status before blaming the report.

Uninstalling deletes the data. Synced data is deleted 48 hours after the app is removed. Export anything you need before uninstalling, even if you plan to come back.

The free plan counts lifetime orders. It only applies to stores below 1,000 lifetime orders, not monthly orders, so a store past that point starts on a paid plan. Basic, Grow and Advanced each come with a 14-day free trial.

Check the supplier name. The developer named on the App Store listing differs from the company named on the vendor's website. If your finance team keeps a supplier register or signs data agreements, confirm which entity to use.

Every one of the 4 profiles lists store setup and management. Most add development and consulting, which suits report work that starts with a business question.