The gaps in your product data you can’t see, and how to find them

Jay Morjaria

October 13, 2026

October 20, 2026

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3 minutes

Search & Discovery

Campaign Strategy

Connected Growth

Start with one question

How many of your products aren’t in any collection right now?

If you would have to go and look, you’re not alone. When product data is wrong, nothing will break or flag what’s happening. A product sits outside of every collection. It’s usually a simple thing like half a range is missing a size.

The store keeps trading, and the gap stays quiet until it costs you a sale.

Why you don’t see them

Product data rarely goes wrong all at once. It drifts.

Different people add products over the years, each in their own way
Imports and migrations bring products across as they are, gaps and all
New ranges go live in a hurry, with the details meant to follow
Products, prices and stock change every week

This is just what a growing store looks like, with no reflection on anyone’s store management approach.

The reality is that checking every product by hand takes time most teams don’t have, so the gaps stay put.

How the Catalog Agent can help

Clearer’s Catalog Agent scans your products and scores how ready they are. Then it shows you what’s broken, product by product.

It doesn’t stop after the first scan. Clearer keeps checking your product list.

What the Catalog Agent helps you find

Some of the gaps the Catalog Agent flags:

Products that aren’t in any collection
Products in a range missing a colour or a size
Products added in different formats over the years
Missing category or tag data

Got products with no collection? Ask Lytical, Clearer’s AI, where they belong. It suggests a collection for each one, shows you examples, and tells you how confident it is.

You stay in control

Every fix Clearer suggests comes to you first. For each one, you choose: approve or skip.

Nothing changes on your store without your yes.

How Clearer fits your store

There’s nothing to move. It’s not a migration, it’s a connection. Clearer is installed as a Shopify app, and the fixes you approve sync straight to your Shopify store. You keep running it the way you do today.

Why now?

Plenty of stores freeze their code a week before Black Friday. No theme edits, no new apps. It’s a good habit, and we’d recommend it.
The freeze doesn’t cover product data, though. Products, prices and stock keep changing right through peak. October is when to find the gaps, before the traffic arrives.

See how Clearer works on our demo store first

Book a 30-minute call and we’ll walk you through Clearer on our demo store, so nothing touches yours. You’ll see what it finds and how approve or skip works. Then decide if you want it on your store.