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Product catalogue management: SKUs, variants, and the data model that scales

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Product catalogue management: SKUs, variants, and the data model that scales

Aior

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The catalogue is the engineering core of e-commerce​

Most "we need to migrate platforms" conversations start with catalogue limitations.

The product / variant / SKU triangle​

  • Product — the abstract item the customer browses ("T-shirt with logo")
  • Variant — a specific purchasable variation ("T-shirt, Medium, Black")
  • SKU — the inventory-managed identifier

The mistake we see most: treating each variant as a standalone product. The catalogue bloats; merchandising fragments; reviews don't aggregate.

Attribute modelling​

  • Variant axes — size, colour, configuration. Limit to 2-3 axes
  • Product attributes — facts about the product (material, weight, country of origin)
  • Custom fields — anything specific to the business

The discipline: the same attribute name means the same thing across products.

Categorisation​

  • Hierarchical — Categories → Subcategories. Familiar but rigid
  • Tag-based — products belong to multiple tags. More flexible
  • Hybrid — primary category for navigation, tags for cross-cutting

The right answer is hybrid for most e-commerce.

Search-driven catalogue​

  • Full-text search across name, description, attributes
  • Faceted filters — by category, price range, attribute values
  • Synonyms and typo tolerance
  • Boost rules — newer products, high-stock, on-sale

Inventory management​

  • Per-SKU stock counts
  • Multi-location inventory (warehouses, dropship suppliers)
  • Stock states (available, reserved, fulfilling, backorder)
  • Low-stock thresholds and reorder triggers
  • Lead times for restock

Pricing models​

  • Base price + variant differential
  • Quantity discounts / volume tiers
  • Customer-specific pricing (B2B, member tiers)
  • Time-based promotions
  • Geographic / currency-specific pricing

Bundles and configurations​

  • Bundle — a product that includes multiple SKUs
  • Configurable — customer chooses options that determine final SKU
  • Subscription — recurring purchase

Internationalisation​

  • Per-locale product names, descriptions, images
  • Per-locale pricing
  • Tax handling per region
  • Per-locale compliance
  • Currency conversion (real vs displayed)

The "we'll add languages later" plan rarely works.

Catalogue ops​

  • PIM — for catalogues larger than ~1 000 SKUs (Akeneo, Pimcore, Plytix)
  • Bulk operations — CSV import / export, API-based bulk update
  • Workflow / approvals
  • Audit trail

One pattern we'd warn about​

Letting the platform's variant model dictate the business's catalogue model.

One pattern that always pays off​

Catalogue data export discipline. Quarterly export to a portable format.

What's your catalogue size?
 

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