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Zalando High-Value Attributes: What They Are, Why They Matter, and How to Fill Them from Your PIM

Zalando marks a specific group of product attributes as high-value and recommends partners complete them. This post explains which fields those are, how incomplete attributes affect visibility, returns and discoverability, and how AI enrichment at the PIM level keeps them complete across channels.

September 8, 20266 min read

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How to Enrich a Shopify Fashion Catalog With AI: Category Metafields for Google and Meta

A step by step process for filling the product attributes Google and Meta actually read. Connect Shopify's MCP to Claude, build a category rubric, classify from product images, and write metafields back safely.

August 17, 20269 min read

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How to Run a Catalog Holdout Test Without Fooling Yourself

A holdout test is the only honest way to know whether product data work moved anything. Here is how to build balanced groups, what breaks a fashion holdout, and what to measure instead of reported ROAS.

August 13, 202610 min read

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How to Audit Your Shopify Catalog for Meta Ads

Audit your Shopify catalog for Meta Commerce Manager. Find the missing fields hurting your catalog match rate, Advantage+ delivery, and ROAS, and score it free.

August 3, 202610 min read

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Google Merchant Center Audit: A Step by Step Guide for Shopify

How to audit your Shopify catalog for Google Merchant Center, find the product data gaps costing you impressions, and score your Shopping readiness for free.

August 1, 20269 min read

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Why Meta ROAS Is Vanishing in 2026 (and Which Part of the Drop Is Real)

Meta ROAS collapsed for fashion brands in 2026. Part of the drop is an attribution artifact, part of it is real, and the real part traces back to something most operators are not looking at.

July 28, 20269 min read

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Why Your Fashion Products Don't Show on Google Shopping

Missing size, color, and gender data quietly buries fashion products on Google Shopping and Meta. Here is why it happens, and how to fix it at the source.

July 21, 20267 min read

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The Return Policy Paradox: Why Stricter Rules Backfire, and What Works Instead

72% of retailers now charge return fees. But 59% of the brands that tightened their return policy saw returns go up, not down. Here is what the 2026 data says about return fees, return windows, and the exchange-first flow that saves $55 per return.

July 14, 20266 min read

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The Cost of Fashion Returns in 2026: What McKinsey's Numbers Reveal

McKinsey data puts e-commerce apparel returns near 25%, and up to 40% on dresses and jeans. Here is what returns really cost, and why they are a retention problem in 2026.

July 7, 20265 min read

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Size Recommendation Tools: A Buyer's Guide for Fashion Brands

Most size recommendation tools answer the wrong question. They predict a label. The shopper still doesn't know whether the garment will suit her. Here's what actually moves returns, and how to evaluate the category before you sign a contract.

May 25, 202611 min read

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True Sizing vs. Vanity Sizing: What 'True to Size' Really Means

True sizing means a garment fits the measurements on its label. Vanity sizing doesn't. Here's what the difference costs your store, and how to fix it.

May 19, 20267 min read

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Why Size Charts Fail: Vanity Sizing, Inconsistent Brands, and What Reduces Returns

Size charts fail because of vanity sizing and no universal standard. Here's why brands run different sizes, what it costs in returns, and what works better.

February 27, 20267 min read

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Clothing for Every Body Type: Why Fit Is About More Than Size

Pear, hourglass, rectangle, apple, inverted triangle -- body type matters more than size when finding clothes that fit. Here's why body diversity goes beyond plus size.

February 25, 20263 min read

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Fashion Ecommerce Return Rates: Benchmarks, Real Costs, and How to Reduce Them

Fashion ecommerce return rates average 30-40%, with dresses over 50%. Here are real benchmarks by category, what returns cost, and what actually reduces them.

February 20, 20267 min read

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AI in Fashion: How AI Is Used in the Fashion Industry (and What Actually Works)

AI in fashion goes beyond chatbots and recommendations. Here's how AI is used across fashion ecommerce — trend forecasting, virtual try-on, AI sizing — and what actually moves returns and conversions.

February 15, 202610 min read

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How AI Sizing Works: Mapping Garment Fit Across Six Body Zones

See how Sixfit's AI sizing predicts garment fit by analyzing six body zones — shoulders, arms, bust, waist, hips, legs — and 48 garment features per item.

February 10, 20263 min read

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How to Find Your Clothing Size Online Without a Tape Measure

You don't need a tape measure to find your size online. Learn why self-measurements are unreliable and how question-based fit finders predict your size in 15 seconds.

February 5, 20263 min read