Velo Code Studio
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Development21 March 2026· 7 min read

Structuring an e-commerce catalogue that survives 5,000 SKUs

Variant modelling and taxonomy decisions you cannot cheaply undo later.

Catalogue pain is almost always a modelling decision made when there were forty products and never revisited at four thousand.

Separate the concept of a product from its purchasable variants early. Attributes that customers filter by must be structured fields, never free text in a description.

Design your taxonomy for the search queries you want to rank for, not for how your warehouse is organised.

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