Data investigation

How cookware dies: 1,186,236 products, a 2-year median, and a volume effect

Across 1,186,236 products, the median review lifespan is 2 years and 46.9% are discontinued. The strongest predictor of ending is not type — it is how many reviews a product already has.

By AMZ Reviews Data · October 19, 2026 · 8 min read
1,186,236products in the lifecycle sample
2 yrmedian review lifespan
46.9%discontinued
63% → 0%ended share, 1+ vs 5,000+ reviews

What “ended” means

A product’s review curve is ended when its last sampled review is at least three years before the 2023 snapshot. That is a statement about the review record, not about the Amazon listing: a product can stop collecting reviews and still be on sale, or be delisted while reviews continue for a while.

Across 1,186,236 products, the median review lifespan is 2 years, and 46.9% are classified as discontinued.

Type explains less than volume

The ended share varies by product type, but not by much: from 67% for cutlery sets and tagines to 81% for roasting pans, across the 30 types we publish. The type is a weak explanation.

The strong pattern is review volume:

Minimum reviews Products Share whose review curve ended
1+ 1,186,236 63%
10+ 256,490 43%
50+ 59,150 29%
100+ 28,792 22%
300+ 7,748 11%
1,000+ 1,400 3%
5,000+ 68 0%

A product with a long review history is unlikely to simply vanish from the record. A product with one review is mostly noise: it can disappear without telling us anything about quality.

What it means for a buyer

  • Do not read disappearance as a quality verdict. A product can end because the seller stopped it, the model changed, or the listing moved.
  • Use review volume as a stability signal. A product with thousands of reviews has a track record; a product with a handful does not, regardless of its star rating.
  • Check the listing status separately. The lifecycle column separates the review curve from the live Amazon check; a delisted product did not always stop selling, and a product with an ended curve may still be on sale.
  • For a specific purchase, the product page matters more than the type average. The type-level ended share is a base rate, not a forecast.

What this does not tell you

“Ended” is defined from the review curve, not from sales, inventory or a delisting event. The 2023 cutoff makes recent years partial. Products with no reviews at all are not in the sample. The volume table is descriptive: it shows that high-volume products are less likely to disappear from the review record, not that reviews cause longevity.

Evidence behind this investigation

This investigation is review-derived (2023 vintage). Rates are the share of sampled reviews that mention a problem, not a lab-measured failure rate; associations are not causation. See the methodology, scoring standards and editorial policy. Corrections: how to report one.

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