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Articles and guides

Make discovery work harder.

Explore search, filtering and merchandising topics. For product configuration and troubleshooting, use the linked documentation.

Practical reading

From product data to a useful storefront.

Read about search, filtering and merchandising, then use the product documentation to plan your own configuration.

Open the setup guide

A reading path

  1. Understand your catalogue attributes
  2. Choose filters around shopper decisions
  3. Evaluate search with representative queries

10 articles across all topics

Filters

The Complete Guide to Shopify Product Filters

Everything you need to know about product filters: why they matter, the different types, best practices for implementation, and common mistakes that hurt conversion.

· 9 min readRead article
Search

How to Reduce Zero-Result Searches on Shopify

Learn what causes zero-result searches and how to address them with typo tolerance, synonyms, and better product data.

· 6 min readRead article
Filters

Color Swatches vs Dropdowns: Which Converts Better?

Compare the usability trade-offs of colour swatches and text dropdowns, and plan an evaluation for your own catalogue.

· 5 min readRead article
Product Discovery

Why Your Shopify Store's Search Is Costing You Sales

Review common product-search problems and the signals to measure when improving discovery on your Shopify store.

· 5 min readRead article
Merchandising

5 Merchandising Mistakes That Cost Shopify Stores Sales

From showing out-of-stock products in prime positions to ignoring search result merchandising, these common mistakes are costing Shopify stores real revenue.

· 6 min readRead article
AI & Automation

How AI Is Changing E-Commerce Filter Configuration

Explore how AI-assisted catalogue analysis can support filter configuration, followed by merchant review and validation.

· 7 min readRead article
Search

Shopify Search Speed: Why Milliseconds Matter

Understand the parts of a search interaction to measure, from input and network response to visible results.

· 5 min readRead article
Merchandising

5 Merchandising Strategies Every Shopify Store Should Use

From boosting new arrivals to hiding out-of-stock products, these merchandising strategies can transform your search results into a revenue-driving machine.

· 6 min readRead article
Filters

How to Set Up Metafield Filters on Shopify

Metafields offer cleaner, more reliable, and more scalable filtering than tags. This technical guide covers setup, migration, and advanced metafield filtering techniques.

· 8 min readRead article
Tips

AI-Powered vs Manual Filter Setup: A Comparison

Compare AI-assisted and manual filter configuration across setup effort, validation, maintenance and cost.

· 5 min readRead article