Articles//Overview

Product operations,
in practice.

How ecommerce brands structure, enrich, and distribute their catalogs, and what we learn building the tools for it.

Emfas articles
Do you need a PIM for Shopify
Buyer's guide9 min read

Do you need a PIM for Shopify?

When Shopify's built-in product management is enough, the signs you have outgrown it, and what a PIM changes in practice.

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Your product feed is your AI storefront
Agentic commerce7 min read

Your product feed is your AI storefront

AI shopping agents recommend from your product feed, not your homepage. Here's how to make your catalog the one they pick.

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What is agentic commerce
Definitions5 min read

What is agentic commerce?

A plain-English definition of agentic commerce, how it differs from traditional ecommerce, and what it means for your product data.

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