Feature Comparison

Shopify Analytics vs DPanda
What Your Brand Is Missing

Shopify shows you what sold. DPanda shows you what didn't — and why it matters more.

See it with your data →

Feature-by-Feature Comparison

Every analytics question your catalog team asks — can Shopify answer it?

CapabilityShopify AnalyticsDPanda Catalog
Stockout event log
When did each SKU go OOS and for how long?
✗✓
Days-of-stock-remaining per SKU
Which products will stock out within 7 days?
✗✓
Missed revenue from stockouts
Revenue lost when products were OOS
✗✓
Ghost products detection
SKUs live but with zero orders in 90 days
✗✓
Inventory ageing buckets
How long has each unit been in stock?
✗✓
Net delivered GMV (excl. returns & RTO)✗✓
Courier-level RTO & delivery performance✗✓
Pincode-level returns analysis✗✓
Discount ROI (new vs returning customers)✗✓
Repeat purchase cohort by categoryPartial✓
Price change → conversion impact✗✓
AI-driven price recommendations✗✓
Product naming / SEO audit + bulk fix✗✓
Geographic demand heatmap (state/pincode)Basic✓
Sales by channel, product, period✓✓
Basic inventory levels✓✓

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