How do you actually decide which products to cut from your catalog once things are running?

Everyone talks about picking winning products when you’re starting out, but I haven’t seen much discussion about the other side of that - actually removing products once you have enough data to know they’re not pulling their weight. I’m four months in and staring at a catalog where roughly a third of my listed items have never generated a single sale, and I’m trying to figure out a sensible way to decide what stays and what goes.

The obvious answer is “cut anything with zero sales,” but that feels too blunt. A product could have zero sales because it’s genuinely bad, or because it’s barely been shown to anyone yet, or because it’s aimed at a slightly different buyer than the rest of my catalog and just hasn’t found its audience within the ad system’s current targeting.

So a few specific questions for anyone who’s actually gone through this:

What’s the minimum amount of traffic or time you’d give a product before writing it off completely? Do you remove underperformers all at once or phase them out gradually to avoid disrupting whatever the ad system has already learned? And has cutting dead weight ever measurably improved your numbers on the remaining products, or does it mostly just tidy up the dashboard without changing much?

Trying to avoid either extreme here - keeping a bloated catalog out of indecision, or cutting too aggressively and losing something that just needed more time.

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gave every product a minimum of three weeks before making any cut decision, shorter than that and you’re mostly just measuring randomness rather than real underperformance

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cut mine in two waves instead of all at once specifically because a big single cut seemed to briefly confuse the ad system’s targeting, smaller staged removals felt less disruptive

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honestly the biggest improvement wasn’t from cutting dead products, it was from the extra attention the remaining ones got once i wasn’t splitting focus across twenty five items

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i track visits per product not just sales before deciding anything, a product with decent traffic and zero sales is a different problem than a product nobody’s even seeing yet

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kept two zero-sale products specifically because they were priced differently from the rest of my catalog and i suspected they just needed a different kind of buyer to find them, ended up being right for one of them