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.

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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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