Structured review, jobs & market data

Web data you can trust, structured the way you need it.

FactDen builds reliable extractors that turn public reviews and job postings 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

5.0★G2 scraper rating
99%+run success rate
Completenothing silently dropped
Maintainedkept working as sites change

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.

Per-product G2 summary: average rating, review count, completeness percent, and the top 10 competitors auto-ranked
Per-product summary: ratings, review counts, completeness, and the top 10 competitors, auto-ranked from the reviews.

Seven extractors, on the Apify platform

API access, scheduling, integrations, and proxy rotation included, with no infrastructure to manage.

B2B SaaS · competitive intelligence

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.

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Hospitality · travel intelligence

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.

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Hospitality · travel intelligence

Expedia Reviews Scraper

Structured Expedia hotel reviews for reputation monitoring and competitor benchmarking: 1–10 ratings, sub-ratings, traveler type, photos, and owner responses, across all seven Expedia Group brands (Hotels.com, Travelocity, Orbitz…) in one run. From $2 / 1,000 reviews. Read the guide.

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Hospitality · travel intelligence

Hotels.com Reviews Scraper

Structured Hotels.com hotel reviews for reputation monitoring, guest-feedback and sentiment analysis: 1–10 ratings, category sub-ratings, traveler type, photos, and owner responses, plus an LLM-ready markdown block, across all seven Expedia Group brands in one run. From $2 / 1,000 reviews. Read the guide.

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Hospitality · rate shopping & revenue

Google Hotels Scraper

Google Hotels prices and the full OTA rate ladder for rate shopping, revenue management and price comparison: every booking source (Booking.com, Agoda, Expedia, Priceline…) with its per-night rate and booking link, per-room rates, star class, guest ratings and reviews, one row per hotel. Read the guide.

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Hospitality · India travel intelligence

MakeMyTrip & Goibibo Reviews Scraper

Hotel reviews from India's two largest OTAs, MakeMyTrip and Goibibo, in one run: rating, review title and text, travel type, room, photos and owner replies, plus a free hotel profile with category sub-ratings. $2.50 / 1,000 reviews, hotel details free. Read the guide.

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Recruiting · labor-market intelligence

Indeed Jobs Scraper

Structured Indeed job postings for talent sourcing, salary benchmarking, and hiring-trend analysis: title, company, salary, occupations, location, and posting date as clean fields, plus free company profiles for every employer. From $2 / 1,000 jobs. Read the guide.

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What customers say

Rated 5.0 on the Apify Store.

★★★★★

“Strong scraper for extracting structured G2 reviews and product intelligence data.”

Ahmed Jasarevic · Apify Store
★★★★★

“Incremental crawling is solid. Took a bit to configure but runs clean once it's set up.”

Verified user · Apify Store
★★★★★

“Switched-from-competitor is interesting. Super quick.”

Verified user · Apify Store

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 web data

Free tier to test, pay-per-result after. No login, no setup, no maintenance.

Browse FactDen on Apify Store