AMZ Reviews Data · Cookware research
Match cookware to how you actually cook
Independent analysis built from 1,186,539 products and 18.1M Amazon reviews. See what owners report, check durability before you spend, and read the evidence behind every answer.
Latest articles
Newest evidence-backed answers, findings, comparisons and data investigations from the review corpus.
Why your nonstick pan loses its coating
A forum complaint about coating wear within a year, a 5× label gap, and the care habits that shorten a coating’s life. The coating is a consumable — the question is …
Field noteWhy your ceramic pan stopped being nonstick
A real forum complaint, a manufacturer's care checklist, and what 30,844 ceramic-pan reviews can — and cannot — tell you about the coating that quit after six weeks.
InvestigationThe 'nonstick' label predicts complaints, not performance
Products advertising 'nonstick' draw coating-peeling complaints in 0.16% of reviews vs 0.03% without the claim (5.0×), and nonstick-failure complaints at 4.2×. The …
InvestigationScenario mismatch: bread baking, deep frying and camping
Products matched to bread baking report uneven heating 3.9× the catalog rate; deep-frying products report 'too heavy' 4.5×; camping products 2.4×. The scenario you …
AnswerDoes ceramic cookware last long? 838 Reviews Say
Across 838 ceramic products with 4+ years of reviews, ratings fall 0.26 stars on average from early to late reviews.
AnswerNon stick pan vs cast iron — What 6,212 Reviews Show
PTFE / Teflon Coating reports food sticking at 2.0× the rate of Cast Iron (0.29% vs 0.14% of reviews, n=17,735 vs 6,212).
FindingCookware Set: Warping Is 1.5× Worse in the Top Durability Group
Our Durability score does not track Warping in Cookware Set: products in its top third report the problem at 1.5x the rate of the bottom third (0.22% vs 0.15% of …
FindingCookware Set: Nonstick Failure Is 1.46× Worse in the Top Durability Group
Our Durability score does not track Nonstick Failure in Cookware Set: products in its top third report the problem at 1.5x the rate of the bottom third (0.29% vs …
ComparisonStainless Steel vs Porcelain Durability: How Fast Ratings Fall (0.211 Stars)
Stainless Steel cookware ratings fall 0.31 stars from early to late reviews, 3.1x the 0.10-star drop for Porcelain (median -0.26 vs -0.08; n=3871 vs 195).
ComparisonCast Iron vs Enamel in Dutch Oven: Hard to Clean (1.84×)
In Dutch Oven, Enamel Coating reports Hard to Clean at 1.8x the rate of Cast Iron (0.47% vs 0.26% of reviews, 22,186 vs 8,690).
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Six ways to turn 18.1M reviews into a buying decision.
Answers
Direct answers to the questions people actually search — each with its metric, sample size and limitations.
Explore → 🍳Cook by scenario
Complete equipment lists for how you really cook — stir-fry, bread baking, Thanksgiving and more.
Explore → 🔍Frying Pan Finder
Tell us your food, technique, stove and care habits; get ranked, evidence-backed matches.
Explore → ⚠️Problems & complaints
What buyers report going wrong, aggregated by product type with the share of reviews mentioning it.
Explore → 🧲Compatibility
Induction, oven, dishwasher, broiler and PFAS guides — measured across the catalog, not guessed.
Explore → 🏷️Brand reliability
Brand trust scores with sample-size disclosure, so a score never outruns the evidence behind it.
Explore →Cook by scenario
Pick how you cook and get the equipment list, matched material and the risks to watch.
Every number has a source
Scores and need-matches are computed offline in Python and shipped as static data, never guessed in the browser. Each claim traces back to its metric, sample size and limitations — and we never return raw reviews.