Product Reviews · Member Feedback
Retail / Reviews
See what members really think before they buy again. This workflow extracts structured Costco product reviews, such as star ratings, titles, verified-purchaser flags, post dates, and full review text, so you can measure satisfaction, catch quality issues, and compare products across the warehouse and Costco.com.
Ready to run! No login required — explore the use cases, preview the sample data below, and download a free sample set.
review-title
Headline of the member review
review-body
Full text of the customer review
rating
Star rating given (out of 5)
reviewer-name
Display name of the reviewer
verified-purchase
Whether the reviewer is a verified purchaser
review-date
When the review was posted (e.g. "3 years ago")
Product Efficacy & Satisfaction — Mine review bodies and ratings to learn whether a product actually delivers — supplements that work, appliances that last — and quantify how satisfied members are at scale.
Verified-Purchase Trust Signals — Filter to verified purchasers to weight authentic, high-trust feedback and flag reviews that look promotional or out of place.
Member Sentiment Tracking — Watch average ratings and sentiment over time to catch reformulations, supplier swaps, or quality slips before they erode member loyalty.
Merchandising & Assortment — Compare review volume and sentiment across SKUs to decide what to keep, drop, or feature in the warehouse and online.
Wireless Noise-Cancelling Headphones
Best sound for the price
5.0
Marcus L.
2025-04-12
Yes
142
Wireless Noise-Cancelling Headphones
Comfortable but battery fades
3.0
Priya S.
2025-03-29
Yes
28
Stainless Steel Water Bottle 32oz
Keeps drinks cold all day
4.5
Dana R.
2025-04-02
Yes
67
Stainless Steel Water Bottle 32oz
Lid leaks a little
2.0
Anonymous
2025-02-18
No
9
Ergonomic Office Chair
Saved my back
5.0
Tom H.
2025-04-20
Yes
311
Ergonomic Office Chair
Assembly took forever
3.5
Lena K.
2025-03-11
Yes
45
Smart LED Desk Lamp
Sleek and bright
4.0
Jordan M.
2025-04-08
Yes
53
Smart LED Desk Lamp
App is buggy
2.5
Chris P.
2025-01-30
Yes
18
Compact Espresso Machine
Cafe-quality at home
5.0
Sofia G.
2025-04-15
Yes
204
Compact Espresso Machine
Loud but worth it
4.0
Ravi N.
2025-03-22
Yes
31
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