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Data Intelligence · Intelligence

Travel Review Data Intelligence — 4.2 million hotel reviews scraped last month. 50+ platforms. Text + score + sentiment. Structured for your model or platform.

Review data is the richest signal in travel — but it's scattered across 50+ platforms in inconsistent formats. TravelScrape structures travel review data from 50+ platforms into a normalised feed with review text, score, sentiment tags, topic classification and platform metadata. USA is our #1 market — US hotel chains, hospitality brands and travel platforms monitoring reviews across Booking.com, TripAdvisor, Google, Expedia and more with AI-powered travel review data extraction.
See Who Uses This ↓
US #1
Top market
Daily
Updates
API
+ Dataset
Travel Review Data Intelligence — Live Sample Live Data
Source / Property Metric 1 Metric 2 Metric 3 Platform
Marriott Marquis NYC
9.2 ⭐
 +28 reviews/week Score ↑ trend Booking.com
Hilton Midtown NYC
8.9 ⭐
 +22 reviews/week Score → stable TripAdvisor
Hyatt Grand Central
8.7 ⭐
 +18 reviews/week Score ↑ 0.2 Google
InterContinental NYC
8.8 ⭐
 +14 reviews/week Score → stable Expedia
Your Hotel YOU
8.1 ⭐ ❌
 +4 reviews/week ❌ Score ↓ at risk Booking.com
💡 4.2 million hotel reviews per month across 50+ platforms — normalised, sentiment-tagged and topic-classified. Whether you need review data for AI training, competitive analytics or a review aggregation product, TravelScrape delivers at scale.
4.2M
hotel reviews captured monthly across 50+ platforms
50+
review platforms in the structured data feed
NLP tagged
sentiment, topic and entity classification per review
API + Dataset
delivery — real-time or scheduled bulk files
Country-Wise Demand

Who Uses Travel Review Data Intelligence

Revenue teams, analytics platforms and data engineers across 11 markets with travel review data extraction — 2024 to 2026.

Icon All Markets
Icon India
Icon Other Markets
USA #1 — highest ACV market · Active US clients · Highest avg deal size
11Active Markets
100+Sources Tracked
DailyData Updates
$600Min Deal / mo
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India Top Market
Head of Data · Travel Analytics, Chicago
"Building a travel intelligence platform required structured travel review data intelligence from 100+ sources. TravelScrape was the only provider who could cover the US OTAs we needed alongside global platforms."
32+
Clients
+42%
YoY
$4.2K
Avg Deal
API
Delivery
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USA High ACV
"Our NYC and Las Vegas properties were losing bookings not because of rate but because our TripAdvisor and Google review scores were 0.8 points below Marriott. TravelScrape review intelligence showed us exactly which service issues to fix. Score up 0.5 points in 90 days. Conversion up 34%."
"We needed travel review data intelligence for our recommendation engine. TravelScrape's API coverage — 500+ sources, clean JSON, 99.9% SLA — was the only option that met our production requirements."
18
Clients
+30%
YoY
$12.4K
Avg Deal
API
Delivery
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UAE
Hot
"Travel Review Data Intelligence tracking in UAE market — structured data delivery for revenue teams and analytics platforms. UAE-specific OTA coverage and local brand tracking included."
$2K–$7K/mo
Revenue · Analytics · SaaS
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UK
Hot
"Travel Review Data Intelligence tracking in UK market — structured data delivery for revenue teams and analytics platforms. UK-specific OTA coverage and local brand tracking included."
$1.5K–$5K/mo
Revenue · Analytics · SaaS
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Singapore
Growing
"Travel Review Data Intelligence tracking in Singapore market — structured data delivery for revenue teams and analytics platforms. Singapore-specific OTA coverage and local brand tracking included."
$2K–$6K/mo
Revenue · Analytics · SaaS
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Australia
Active
"Travel Review Data Intelligence tracking in Australia market — structured data delivery for revenue teams and analytics platforms. Australia-specific OTA coverage and local brand tracking included."
$1.5K–$4K/mo
Revenue · Analytics · SaaS
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Germany
Active
"Travel Review Data Intelligence tracking in Germany market — structured data delivery for revenue teams and analytics platforms. Germany-specific OTA coverage and local brand tracking included."
$1.5K–$5K/mo
Revenue · Analytics · SaaS
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Japan
Growing
"Travel Review Data Intelligence tracking in Japan market — structured data delivery for revenue teams and analytics platforms. Japan-specific OTA coverage and local brand tracking included."
$1.5K–$4K/mo
Revenue · Analytics · SaaS
India#2 Market
40+Active Clients
$2.4KAvg Deal
+38%YoY Growth
India is TravelScrape's largest market for travel review data intelligence. Clients include 5-star hotel groups (Taj, Marriott, ITC portfolio hotels), hotel analytics SaaS platforms (Chicago and Miami-based), OTA platforms building competitive intelligence products, and enterprise travel companies building proprietary data assets. Key verticals: hotel groups, travel tech SaaS, OTA platforms, airlines and PE funds with hospitality exposure.
5-StarHotel Groups
SaaSTravel Tech
OTAPlatforms
PE FundsHospitality
10Other Markets
UAE#2 Market
USA#1 Target Market — Highest ACV
$600+Min / mo
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UAE
Hot
"Travel Review Data Intelligence tracking in UAE market — structured data delivery for revenue teams and analytics platforms. UAE-specific OTA coverage and local brand tracking included."
$2K–$7K/mo
Revenue · Analytics · SaaS
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UK
Hot
"Travel Review Data Intelligence tracking in UK market — structured data delivery for revenue teams and analytics platforms. UK-specific OTA coverage and local brand tracking included."
$1.5K–$5K/mo
Revenue · Analytics · SaaS
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Singapore
Growing
"Travel Review Data Intelligence tracking in Singapore market — structured data delivery for revenue teams and analytics platforms. Singapore-specific OTA coverage and local brand tracking included."
$2K–$6K/mo
Revenue · Analytics · SaaS
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Australia
Active
"Travel Review Data Intelligence tracking in Australia market — structured data delivery for revenue teams and analytics platforms. Australia-specific OTA coverage and local brand tracking included."
$1.5K–$4K/mo
Revenue · Analytics · SaaS
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Germany
Active
"Travel Review Data Intelligence tracking in Germany market — structured data delivery for revenue teams and analytics platforms. Germany-specific OTA coverage and local brand tracking included."
$1.5K–$5K/mo
Revenue · Analytics · SaaS
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Japan
Growing
"Travel Review Data Intelligence tracking in Japan market — structured data delivery for revenue teams and analytics platforms. Japan-specific OTA coverage and local brand tracking included."
$1.5K–$4K/mo
Revenue · Analytics · SaaS

Country Priority Chart

Based on real inquiry volume, average deal size and competition level with Sentiment Analysis For Travel Reviews, travel seasonal price data extraction, tourism demand forecasting and Tailored Travel Data Extraction — 2024 to 2026.

Country Demand Budget Competition Priority
IconUSA
⭐⭐⭐⭐⭐
💰💰💰💰💰
 High #1
IconUAE
⭐⭐⭐⭐⭐
💰💰💰💰💰
 Low #2
IconUK
⭐⭐⭐⭐
💰💰💰💰
 Medium #3
IconAustralia
⭐⭐⭐⭐
💰💰💰💰
 Low #4
IconGermany
⭐⭐⭐
💰💰💰💰
 Low #5
IconSingapore
⭐⭐⭐
💰💰💰
 Low #6
IconIndia
⭐⭐⭐
💰💰
 Very High #7
Results

What clients do with Tour & Travel Package Data Intelligence

100+
Sources tracked for travel review data intelligence data daily
Daily
Structured data updates — API and dataset delivery
99.9%
API uptime SLA for production data integrations
★★★★★
"TravelScrape's travel review data intelligence data covered TripAdvisor and Booking.com across all major OTAs — exactly what we needed. The structured JSON format integrated into our pipeline in 2 days. Coverage, reliability and support are all excellent."
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Aditya K.
Revenue Manager · 5-Star Hotel Group, Delhi
★★★★★
"We evaluated 4 travel data providers for travel review data intelligence. TravelScrape was the only one with US OTA coverage, clean structured output and a response time under 200ms. Our team was using the API in production within a week."
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Priya V.
CPO · Travel Analytics SaaS, Bengaluru (320 clients)
★★★★★
"The travel review data intelligence dataset from TravelScrape is now a core input in our demand forecasting model. Historical depth, daily updates and consistent schema across sources — we haven't had to clean or reformat a single file in 6 months of production use."
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Shreya N.
Head of Data · Travel Intelligence Platform, Mumbai

Travel Review Data Intelligence — Questions

From data teams, analytics platforms and revenue managers evaluating this data product.

Each review record includes: review text, overall score, platform, property ID, reviewer metadata (anonymised), review date, helpfulness votes, management response (if any), sentiment label (positive/negative/neutral), topic tags (rooms, service, food, location, value), entity mentions and language. Structured JSON format.
Each platform has different review schemas, score scales and metadata. TravelScrape normalises all platforms to a consistent schema — converting scores to a 0–10 scale, standardising date formats, mapping topic classifications to a unified taxonomy, and deduplicating cross-posted reviews.
Yes. Free sample dataset — 1,000 hotel reviews from your target market across major platforms. Includes full structured JSON with sentiment and topic tags. No contract required.
Use Cases

Who uses Travel Review Data Intelligence

Six proven use cases — from revenue management teams to AI platforms — all powered by the same structured data with Web Scraping For Travel Reviews.

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Hotel Reputation Management

Monitor review scores across Booking.com, TripAdvisor, Google and Expedia daily for your properties and all competitors. Get instant alerts when your score drops or a competitor's score rises.

Score Monitoring Alert System

Who uses this

Hotel Brand Teams

+0.5

Review score in 90 days
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OTA Product & Trust Teams

Track review volume, score trends and sentiment patterns across all hotel listings on your platform — detect fake review clusters, score manipulation and listing quality issues.

Review Quality Fraud Detection

Who uses this

OTA Trust & Safety Teams

4M+

Reviews scraped monthly
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Sentiment Analysis Platforms

Build topic-level sentiment analysis on travel reviews — rooms, service, food, location, value — to identify exactly which service dimensions drive score changes for hotels and properties.

Topic Sentiment NLP Data

Who uses this

Sentiment Analytics SaaS

50+

Review platforms covered
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Hotel Asset Management

Include review score trends and competitive sentiment analysis in quarterly hotel asset reports — correlate score changes with occupancy, ADR and RevPAR impact.

Asset Reports Score Correlation

Who uses this

Hotel Investment Firms

14

Properties benchmarked
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AI Hospitality Assistants

Use structured review data as training data for hospitality AI models — guest preference prediction, service gap identification and personalised recommendation engines.

AI Training Data Structured JSON

Who uses this

AI/ML Hospitality Teams

Daily

Fresh review data
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RevPAR & Conversion Impact

Correlate review score changes with booking conversion rate on Booking.com and Expedia — quantify the exact revenue impact of a 0.1 point score improvement for ROI reporting.

Revenue Correlation Conversion Data

Who uses this

Revenue Analytics Teams

+34%

Conversion improvement
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Get your free travel review data intelligence sample.

Free sample dataset or API trial — your target market, your data fields. Delivered within 48 hours. No contract required.

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Client Voices

Trusted by travel businesses
across India and globally

★★★★★

"We plugged TravelScrape's hotel rate data into our pricing engine and RevPAR jumped 28% in Q1. The 15-minute refresh is what made all the difference — no competitor offers that."

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Ravi Kumar
VP Revenue · Fortune Hotels Group
★★★★★

"Building our flight meta-search was impossible until TravelScrape. Clean data from 10 OTAs via API, setup under a week. Our engineering team couldn't believe how fast it was."

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Ananya Sharma
CTO · FlyDeal Travel Tech
★★★★★

"The demand forecasting data helped us identify 3 undervalued hotel markets. We closed a ₹40Cr deal using insights that TravelScrape surfaced weeks before competitors noticed."

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Manish Patel
Senior Analyst · Horizon Capital
Knowledge Hub

Blog & Research Reports

Free data-backed insights for the travel industry.

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Tell us which OTA, which data points and which destination — we'll send a free sample dataset within 24 hours. No credit card. No commitment.

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