Layers Blog
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Why 54% of Ecommerce Sites Show the Wrong Thumbnail When You Search for 'Red'
54% of ecommerce sites display the default product image regardless of search query. A 10-minute audit reveals your store's score, plus the architecture that fixes variant thumbnail mismatch.
How to Sort Products by Margin Without Sacrificing Discovery
Best-selling sort optimizes for units, not profit. Learn when margin-weighted sorting helps, when it hurts discovery, and how to find the right balance on Shopify Plus.
The $5,000 to $30,000 Hidden on Your Zero-Results Page Every Month
Your zero-results page costs you $5,000 to $30,000 per month in lost sales. Here is the formula, a category breakdown, and a one-slide business case for leadership.
B2B Search on Shopify Plus: Why the Same Query Should Return Different Results Per Buyer
B2B search on Shopify Plus is identity-scoped. How companyLocationId scopes catalog, price list, and collections, plus a readiness checklist to find the gaps.
Combined Listings and Variant Breakouts on Shopify Plus: When Your Catalog Hides Stock From Search
Combined Listings can hide variant-level stock from Shopify search. What changes, the parent vs children decision, and an audit to find the gaps.
Shopify Custom Ranking vs AI Collection Sort: How to Sort by Margin, Not Just Clicks
Shopify's AI Collection Sort ranks for predicted conversion, not margin. Here's how to sort by margin, sell-through, and inventory, and prove it works.
Making Your Shopify Plus Catalog Agent-Ready: What ChatGPT, AI Agents, and Perplexity Actually See
What ChatGPT, AI agents, and Perplexity read from your Shopify Plus catalog, the five fields that decide an agent pick, and how to audit yours. By the Layers team.
How to Evaluate an AI Shopping Agent on Your Catalog: the Golden-Query Method
The Golden-Query Method: build 100 catalog-specific queries, score any AI shopping agent on five axes, A/B it against native search, and catch regressions.
Your Autocomplete and Search Results Are Two Different Engines
Your dropdown and results page are two systems. When they disagree, you lose your highest-intent shoppers. A five-query audit to find the drift in 10 minutes.
Multi-Market Merchandising on Shopify Plus: Currency-Aware Ranking, Regional Language, and Inventory-Aware Results
Shopify Markets localizes price and currency, not your search ranking. What changes per market, what you configure, and a QA grid to find the gaps.
Storefront MCP for Shopify Plus: How Merchandising Rules Should Surface to AI Agents
How Shopify Storefront MCP exposes your store to AI agents, whether agents honor your pins and boosts, and eight things to test before you let one near your storefront. By Deb Mukherjee.
Why Your Synonym List is a Bug, Not a Feature
Synonym lists are a workaround for search that can't read language. The maintenance math, the exceptions worth keeping, and how to retire yours safely.