Amazon Reviews Dataset
Reviews, ratings breakdowns, and review stats from Amazon product pages.
Done-for-you data extraction
Skip the scrapers and proxies. Wibuild extracts, cleans, and delivers the rows your team can use.
Need reviews, prices, or product details from Amazon, iHerb, or any site you name? Tell us the pages. We extract, clean, and send a file or feed — one-time or on a schedule.
What we deliver
Structured data from the web — ready or custom.
A clean table for known retailers, or a scoped extract for any public site you name.
Process
How a job runs
You send the source and fields. We sample, confirm the schema, then deliver CSV, JSON, or a scheduled feed.
- 01Ready retailers or any public site
- 02Sample before full volume
- 03One-time or recurring delivery
| Source | Rating | Review | Date |
|---|---|---|---|
| Amazon | ★★★★★ | Arrived fast, as described. | 12 Aug |
| iHerb | ★★★★☆ | Good value, repeat buy. | 09 Aug |
| Sephora | ★★★★★ | Shade match was accurate. | 03 Aug |
800+ Users of production jobs
13 Ready sources
>99% Successful runs
<1 hour Issue response
Solutions
Start with a source you already know.
Sephora Reviews Dataset
Product reviews and ratings from Sephora product URLs at the volume you specify.
iHerb Reviews Dataset
Customer reviews and ratings from iHerb product pages.
Use cases
What teams use the data for.
01 Read the use case → 02 Read the use case → 03 Read the use case → 04 Read the page →
E-commerce reviews
Voice of customer, listing quality, and competitor review volume from Amazon, iHerb, Sephora, and more.
Price monitoring
Track prices and availability on a schedule so merchandising is not guessing from screenshots.
Market research
Catalogs, attributes, and listings mapped into one table for a category or a set of sites.
Legal & public records
Custom extracts from public court, gazette, and government listing pages — sample first, then a file or feed.
How a quote works
You brief us. We price the job.
- 1
Brief
Work email, target URLs, fields, volume, and whether you need a one-time file or a refresh.
- 2
Sample
We confirm the structure on a small extract before you pay for full volume.
- 3
Invoice
You pay Wibuild. We deliver CSV, JSON, or a feed. No marketplace handoff.
FAQ
Common questions
What formats do you deliver?
Excel/CSV or JSON for most jobs. Recurring work can be a scheduled file or an API-style feed.
How fast is a first sample?
Most ready sources can have a sample in about 24 hours. A first full extract is typically 24–72 hours, depending on volume and how the target site is built.
Do you only cover Amazon and iHerb?
Those are ready sources. Custom jobs cover other public sites — including catalogs, listings, and public records — if the request is lawful.
Who is responsible for using the target site lawfully?
You warrant that you have a lawful basis to request the pages you name. We extract publicly available page data as instructed and can decline a job.
How do I get a price?
Send a quote brief or book a call. Price depends on sources, rows, cadence, and delivery format — not a public self-serve checkout.
Send the URL. Get a quote.
Work email, target pages, and format. We reply with scope and timing.