Dark-Store Assortment Variance — Same Brand, Different Pincode, Different Catalog

Key Takeaways

Actowiz measured assortment variance across pincodes — how much a brand's available catalog differs dark-store to dark-store — turning that variance into a precise map of where distribution had gaps. The same brand can show a different available assortment from one pincode's dark store to another's: a hero SKU stocked in one zone can be entirely absent in the next, a distribution problem hiding as an availability quirk. By comparing each pincode's catalog against a brand baseline and computing coverage % and missing SKUs, Actowiz produced a distribution-gap map that became the client's stocking to-do list.

What did the client need?

The client discovered that its q-commerce catalog was not uniform: the same brand shows a different available assortment from one pincode's dark store to another's. A hero SKU stocked in one zone can be entirely absent in the next — a distribution problem hiding as an availability quirk.

Actowiz measured assortment variance across pincodes — how much the available catalog differs dark-store to dark-store — turning that variance into a precise map of where the brand's distribution had gaps.

What made this hard?

• Pincode-level catalogs. Available assortment differs by dark store, so pincode-level capture was essential.
• Variance measurement. "How different" had to be quantified, not just observed.
• Reference assortment. A full brand assortment baseline was needed to measure gaps against.
• SKU-level gaps. Which specific SKUs were missing where had to be identified.
• Multi-pincode scale. Comprehensive pincode coverage for a real distribution map.

What were the results?

• Distribution gap map. Exactly which pincodes carried a thin catalog and which SKUs were missing.
• Variance quantified. A concrete coverage % per pincode, not an anecdote.
• Hero-SKU gaps. Where key SKUs were absent, prioritized for action.
• Distribution decisions. Evidence to fix dark-store stocking and coverage.

Need a custom data pipeline for your category?

Actowiz Solutions designs custom, large-scale scraping and market-intelligence pipelines with rigorous QA. Visit actowizsolutions.com to discuss your data requirement.