30-day stuck-order audit: example output
Prepared for a fictional DTC brand using Shopify, ShipStation, receiving CSVs, returns exports, and a claims spreadsheet. Audit window: May 1-30, 2026.
Executive summary
The sample team did not have one catastrophic system failure. It had many small misses across Shopify, ShipStation, and CSV-heavy warehouse processes. The highest-leverage fix is not a WMS migration; it is a daily owned exception queue cleared before cutoff risk compounds.
What repeated
- Paid Shopify orders missing in ShipStation were discovered late, usually after a customer ticket.
- Receiving exceptions existed in CSVs but were not tied to claims owners or due dates.
- Return holds waited for decisions because refund/restock ownership was unclear.
What to fix first
- Start every morning with one queue filtered to past-cutoff and same-day cutoff risk.
- Assign one owner per exception type, not per spreadsheet tab.
- Keep source evidence attached so claims and customer updates are faster.
Exception breakdown
This table is the core of the audit: a count by stuck-order type, the oldest open item, the likely cause, and the first queue rule StuckOrders would enable.
| Exception type | Count | Oldest | Likely source | Recommended queue rule |
|---|---|---|---|---|
| Awaiting shipment past cutoff | 61 | 31h | ShipStation order status | Alert same day |
| Paid order missing in ShipStation | 19 | 3d 4h | Shopify vs ShipStation mismatch | Sync gap owner |
| Fulfillment not synced back to Shopify | 27 | 22h | ShipStation shipment export | Tracking repair |
| Return hold awaiting decision | 9 | 2d 6h | Returns CSV | Refund/restock owner |
| SKU blocker halting fulfillment | 34 | 19h | Inventory and order tags | SKU blocker queue |
| Short or damaged receipt | 42 | 2d 1h | Receiving CSV | Claim evidence |
| Unowned vendor or carrier claim | 22 | 2d 14h | Claims spreadsheet | Due date owner |
Sample queue items
A real audit does not stop at counts. Each exception is converted into a queue item with evidence, age, owner recommendation, and the next action.
| Item | Signal | Age | Evidence | Suggested owner | Next action |
|---|---|---|---|---|---|
| ORD-10482 | Awaiting shipment past cutoff | 31h | Shopify paid, ShipStation awaiting label | Outbound lead | Prioritize label or customer update before noon. |
| ORD-1183 | Paid order missing in ShipStation | 3d 4h | Shopify order exists, no ShipStation match | Ops manager | Check channel mapping and re-push order. |
| RTN-552 | Return hold undecided | 2d 6h | Returns CSV row, no refund/restock field | Customer ops | Choose refund, restock, or escalate damaged item. |
| PO-2231 | Damaged receipt | 12h | Receiving CSV shows 3 units damaged | Receiving lead | Attach photos and open vendor claim. |
| SKU-4471 | SKU blocker | 19h | Order tag plus negative available quantity | Inventory owner | Resolve oversell or split shipment. |
Recommended 30-day pilot scope
Based on this sample audit, the first live pilot should be intentionally narrow: do not replace the warehouse stack, just catch the repeat exception patterns and prove response time improves.
Connect read-only
Shopify, ShipStation, Slack digest, and one receiving or returns CSV mapping. No write access to stores.
Clear the morning queue
Track open count, oldest exception, past-cutoff items, and how many queue rows receive owners by 9am.
Review ROI
Compare audit baseline to pilot behavior: fewer stale items, faster owner assignment, and clearer claim evidence.
Want this report from your own exports?
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