Reviews Dataset
The largest single-retailer review collection in the BeautyFeeds dataset — over 19.7 million structured reviews from iHerb's supplement, skincare, and personal care catalog.
iHerb reviews skew heavily toward efficacy claims — does a supplement or serum actually do what it says — which pairs naturally with BeautyFeeds' ingredient data: pros/cons and review_text can be cross-referenced against ingredients_formatted to see which specific actives correlate with the strongest sentiment.
A representative slice of the review shape collected from iherb.com — real fields, illustrative rows.
| Product | Rating | Title | Verified | Review |
|---|---|---|---|---|
| NOW Foods, Solutions, Marine Lipids | 5 | Great value | Yes | Been using this for three months and my skin texture has genuinely improved. Ships fast too. |
| COSRX, Advanced Snail 96 Mucin Power Essence | 5 | Holy grail essence | Yes | Everyone was right about this one. Lightweight but my dry patches are gone within a week. |
| Thayers, Alcohol-Free Witch Hazel Toner, Rose Petal | 4 | Good but scent is strong | Yes | Works well for my combination skin, the rose scent is a bit much at first but fades. |
| Life-flo, Pure Vitamin E Oil | 3 | Too thick for my face | No | Better as a body oil honestly, too heavy for daily facial use for me. |
| Andalou Naturals, Brightening Facial Serum | 5 | Brightened my dark spots | Yes | Three weeks in and my post-acne marks are noticeably fainter. Absorbs fast, no greasy residue. |
| Heritage Store, Rosewater | 2 | Didn't do much | No | Smells nice but I didn't notice any real difference in my skin after a full bottle. |
Every iherb.com review is collected as its own record across 36 fields — the same schema used for every retailer BeautyFeeds tracks, so it joins cleanly against reviews from any other site.
review_idproduct_idsku_idsku_nameproduct_urlsite_namecountrylanguageratingtitlereview_textprosconssubmission_timeauthor_idauthor_nameuser_locationis_recommendedis_verified_purchaseis_staffincentivized_reviewhelpful_votesnot_helpful_votestotal_feedback_countskin_typeskin_toneage_rangeskin_concerneye_colorhair_colorbadgesphotosvideosscraped_atuniq_idother_information
Three of the most common ways this specific slice of the dataset gets used — each links to the full use case with a deeper workflow breakdown and field reference.
19.7M reviews is enough volume to train a wellness/skincare sentiment or recommendation model on a single retailer alone.
Verified-purchase and helpful-vote fields let you isolate genuine supplement/skincare efficacy signal from marketing noise.
Track which ingredient categories (retinoids, peptides, adaptogens) are gaining review volume and rating momentum over time.
Want to run one of these yourself? Sign in to app.beautyfeeds.io to filter iherb.com reviews and pull a sample before committing to a full export.
On the BeautyFeeds platform, preview the matching iherb.com review count before buying — filter by rating, submission date, verified purchase, and recommended status, then export exactly that slice.
The iHerb reviews dataset contains individual customer reviews collected from iherb.com, including ratings, review titles, full review text, submission dates, verified purchase indicators, reviewer attributes, product IDs, SKUs, and product URLs where available.
BeautyFeeds currently has 19,712,500+ iHerb reviews. The available review count changes as new reviews are collected.
Yes. Reviews can be filtered by dimensions including site, country, rating, submission date, verified purchase status, and recommended status before export.
Yes. iHerb review data can be exported for analysis after filtering the dataset down to the records you need.
When disclosed by the reviewer, the dataset can include skin type, skin tone, age range, skin concern, eye color, and hair color — the same optional fields tracked across every retailer BeautyFeeds covers.
ML & AI Model Training, Review & Sentiment Analysis, and Market Research & Trend Analysis are the most common uses teams put this dataset to — see the breakdown below for how each works in practice.
Yes. The dataset can be filtered by rating, date range, verified purchase status, or other fields before export, so you're not limited to downloading the full 19,712,500-review collection.
Reviews from iherb.com are one slice of the full BeautyFeeds reviews dataset.
Filter, preview the matching count, and download or connect via API on the BeautyFeeds platform.