Structured review & market data
Review data you can trust, structured the way you need it.
FactDen builds reliable extractors that turn public reviews into accurate, complete, analysis-ready data. Every field parsed correctly, nothing silently dropped, kept working as the sources change.
5.0★ on the Apify Store · from $4 / 1,000 reviews · grab a free sample
Structured data, not a wall of scraped text
Most "review scrapers" hand you a blob of HTML or one undifferentiated text field and leave the real work to you. FactDen returns typed, structured fields: the overall rating split into its sub-components, pros separated from cons, the competitor a reviewer switched from captured on its own, owner responses kept distinct from the review body, and a clean markdown rendering ready to drop into an AI pipeline. The result is data you can pivot, filter, and analyze on day one.
Built around quality, not field counts
Three things matter when you're going to make decisions from this data.
Accurate
Fields are parsed correctly and land where they belong. Ratings, sub-ratings, pros, cons, and the switched-from competitor are right, so you can trust what you analyze.
Complete
The extractor captures what's available rather than stopping early or silently dropping reviews. You get the full picture of a product or hotel, not a partial sample.
Reliable
A 99%+ run-success rate, maintained as the sources change, with fast responses when something needs attention. It works when you need it.
See what the data reveals
Structured fields turn thousands of individual reviews into patterns you can act on. From a single G2 pull you can map exactly which competitors buyers switch from, where a product wins or loses on sub-ratings, and what the recurring complaints are, evidence-backed and sourced from real reviewers.
Two extractors, on the Apify platform
API access, scheduling, integrations, and proxy rotation included, with no infrastructure to manage.
G2 Reviews Scraper
Structured G2 software reviews for battlecards, win-loss, and voice-of-customer: sub-ratings, structured pros/cons, the switched-from competitor, and a top-10 competitor ranking per product. Read the guide.
View on Apify Store →Trip.com & Ctrip Reviews Scraper
Hotel reviews from Trip.com's global site and Ctrip's (携程) mainland-China dataset in one run: sub-ratings, owner responses, reviewer origin, and travel type. Read the guide.
View on Apify Store →What customers say
Rated 5.0 on the Apify Store.
“Strong scraper for extracting structured G2 reviews and product intelligence data.”
“Incremental crawling is solid. Took a bit to configure but runs clean once it's set up.”
“Switched-from-competitor is interesting. Super quick.”
Need something custom?
Need a field we don't expose, a different review source, or a recurring white-label data feed? We build custom crawlers and deliver data on a schedule. Tell us what you need.
Start pulling structured review data
Free tier to test, pay-per-result after. No login, no setup, no maintenance.
Browse FactDen on Apify Store