Company snapshot

• Merchant name pending written approval before publication.
• Current placeholder scope: Shopify apparel or accessories catalog with large variant depth.
• Multiple channels depended on consistent color, size, and parent-child variant structure.

Initial feed problem

The catalog used inconsistent option values and incomplete attributes, which made related products hard to group cleanly across shopping and social channels.

Why it mattered commercially

When variants are messy, channels can split product groups, dilute listing quality, and create more manual catalog cleanup for the merchant or agency managing the account.

What ACP found in the audit

• Color and size values were not standardized across related products.
• Variant structure and attribute gaps were reducing downstream feed consistency.
• Product-level recommendations were needed to decide which items to normalize first.

What fixes were prioritized

• Normalize shared variant values for color, size, and related options.
• Repair attribute coverage on the products with the highest channel exposure.
• Review before and after product previews before pushing updates live.

What changed operationally

• Create one naming standard for high-volume variant fields.
• Reduce repeated manual cleanup by documenting issue patterns inside the audit workflow.
• Use the same audit output for merchant review and agency reporting.