Store operators
Use the combined view to monitor sales while keeping payment, fulfillment, return, and stock exceptions visible.
Concept Preview
Fictional sample dataEcommerce Overview
Net sales$126k
Orders1,904
AOV$66.18
Returns3.1%
Order and fulfillment queue
| Order | Value | Status |
|---|---|---|
| #F-1048 | $184 | Packed |
| #F-1047 | $92 | Picking |
| #F-1046 | $241 | Shipped |
| #F-1045 | $68 | Review |
Who This Dashboard Is For
The dashboard is most useful when commercial, fulfillment, merchandising, and support teams share consistent definitions.
Merchandising teams
Use product velocity, margin context, inventory cover, and return reasons to plan assortment and replenishment decisions.
Fulfillment and support
Use order age, status, carrier events, and exception queues to prioritize work and answer customer questions consistently.
KPIs and Data
Report the commercial result and the operational load side by side. Gross sales alone can overstate performance when discounts, returns, and fulfillment issues are material.
Net sales
- What it measures
- Gross merchandise sales minus discounts, returns, and other defined reductions for the period.
- Why it belongs
- Net sales gives a more decision-ready commercial total than an unqualified gross revenue number.
- How to present it
- Use a headline value with gross sales, discounts, and returns shown as a reconciliation. Label tax and shipping treatment.
Order volume and AOV
- What it measures
- Completed order count and net sales divided by those orders.
- Why it belongs
- Together they explain whether sales movement comes from more purchases, larger baskets, or both.
- How to present it
- Display the count and AOV together with prior-period comparisons and a daily trend. Keep canceled orders out only when the definition says so.
Fulfillment cycle time
- What it measures
- Elapsed time from an accepted order to shipment or another defined completion event.
- Why it belongs
- Cycle time reveals operational strain that sales totals do not show and helps set realistic customer expectations.
- How to present it
- Show median and upper-percentile time, plus orders beyond the target. Break out preorders or made-to-order items.
Inventory cover
- What it measures
- Estimated selling days supported by available stock at the recent demand rate.
- Why it belongs
- Cover helps operators identify stockout risk without treating every low unit count as equally urgent.
- How to present it
- Use a prioritized table with units, recent velocity, days of cover, inbound quantity, and supplier timing.
Recommended Layout
Move from store health to work queues, then to products and orders that need intervention.
Commerce summary
Place net sales, orders, AOV, and return rate at the top with a shared date range and comparison.
Order flow
Use the main panel for paid, picking, packed, shipped, delivered, returned, and review-required statuses.
Inventory attention
Show stockout risk, low cover, delayed inbound units, and unusually high return rates in a side panel.
Product and channel detail
Provide a sortable lower table for products, collections, channels, discounts, and margin-aware drill-down.
Features and Components
The frontend should make status and exceptions legible without pretending it controls commerce infrastructure.
- An order table with clear paid, fulfillment, delivery, return, and exception states.
- Inventory alerts based on visible cover or threshold rules rather than color alone.
- Product, collection, channel, warehouse, and reporting-period filters.
- An order tracking timeline for support and operations context.
- Invoice and packing-document entry points backed by the project’s real document service.
Mistakes to Avoid
Commerce dashboards create risk when they hide reconciliation rules or imply actions that the frontend cannot safely perform.
- Calling gross sales revenue.State how discounts, returns, tax, shipping, cancellations, and currency conversion affect every commercial total.
- Combining incompatible statuses.Payment, fulfillment, carrier, delivery, and return states are different processes and should not share one vague label.
- Showing stock without velocity.A low count can be harmless or urgent; pair inventory with demand, inbound stock, and lead time.
- Faking secure actions.Refunds, payment changes, and inventory reservations require authenticated backend workflows, audit logs, and validation.
VibeCodePack Missions Used
These exact feature titles were verified in the inspected VibeCodePack source files. The mapping recommends a frontend mission combination; it does not expose the private instructions inside those files.
E-commerce Sales Dashboard with Revenue Forecasting
Provides the central sales-and-trend dashboard pattern while forecasts remain clearly separated from history.
Inventory Management Dashboard with Stock Level Alerts
Maps to stock cover, threshold, inbound, and attention-queue presentation.
Order Tracking Timeline with Status Indicators
Structures payment-to-delivery progress for operations and customer support.
Slide-Out Shopping Cart with Upsell Recommendations
Supports an adjacent cart experience without implying that checkout or recommendation services are included.
Product Filter Sidebar with Range Sliders and Checkboxes
Provides a filter pattern for product and inventory investigation.
Minimalist Invoice Template with Print/Download Options
Maps to printable order documentation generated from validated project data.
Interactive Data Table with Sorting and Pagination
Organizes orders, products, exceptions, and returns at operational scale.
Build This Dashboard With Claude Code
Write the data contract and status model before building the screen. Give Claude Code separate missions for the commerce summary, order table, inventory alerts, tracking timeline, filters, and documents. Verify every state against realistic empty, delayed, refunded, partially fulfilled, and multi-currency scenarios.
The Mission Vault structures frontend implementation work. Your store must separately provide the catalog, inventory source, order service, payment processor, tax logic, shipping integrations, identity, and secure mutation endpoints.
VibeCodePack supports structured frontend dashboard and UI workflows. Your project must separately provide and validate production databases, APIs, authentication, payments, permissions, live data, and backend services.
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