User Reviews Datasets for Sentiment Analysis and Machine Learning

User review datasets are essential for sentiment analysis, opinion mining, and machine learning applications. Whether you're building recommendation systems, conducting market research, or training AI models, high-quality review data forms the backbone of successful projects. At CrawlFeeds, we provide comprehensive, pre-crawled user review datasets across multiple industries, saving you time and resources in data collection.

Why User Review Datasets Matter

User-generated reviews contain valuable insights about customer preferences, product quality, and market trends. These datasets enable:

• Sentiment Analysis: Understanding customer emotions and opinions
• Opinion Mining: Extracting specific product features and aspects
• Recommendation Systems: Building personalized suggestion engines
• Market Research: Analyzing consumer behavior and preferences
• Competitive Analysis: Comparing products and services across brands
• Natural Language Processing: Training language models on real-world text data

CrawlFeeds User Review Datasets Collection

App Reviews Datasets

Our mobile application review datasets provide comprehensive insights into user experiences across app stores.

Google Play Store Reviews Dataset

• Domain: Mobile Applications
• Coverage: 500K+ reviews
• Data Points: Review text, ratings (1-5 stars), timestamps, user metadata
• Categories: Games, productivity, social media, e-commerce, education
• Format: JSON, CSV, Excel
• Use Cases: App store optimization, feature feedback analysis, user sentiment tracking

IOS apps reviews dataset - 1.9M+ records

• Domain: iOS Applications
• Coverage: 1.9M+ reviews across
• Data Points: Review content, star ratings, review helpfulness votes, version info
• Categories: Entertainment, business, lifestyle, health & fitness
• Languages: English, Spanish, French, German, and more
• Applications: App performance monitoring, competitor analysis, user experience research

Hotel Reviews Datasets

Transform hospitality industry insights with our comprehensive hotel review datasets.

TripAdvisor Hotels Review Dataset

• Domain: Hospitality & Travel
• Coverage: 2M+ hotel reviews from 50+ countries
• Data Points: Review text, overall ratings, aspect ratings (service, cleanliness, location)
• Geographic Scope: Global coverage including major tourist destinations
• Metadata: Hotel amenities, location data, reviewer profiles
• Applications: Hotel ranking systems, service quality analysis, tourism research

Booking.com Reviews Dataset

• Domain: Online Travel Booking
• Coverage: 1.5M+ verified guest reviews
• Data Points: Detailed review text, numerical scores, stay duration
• Special Features: Verified booking status, traveler type classification
• Languages: Multi-lingual dataset with 15+ languages
• Use Cases: Price optimization, customer satisfaction analysis, recommendation engines

Airbnb Reviews Dataset

• Domain: Short-term Rentals
• Coverage: 800K+ guest reviews across major cities
• Data Points: Host-guest communications, property ratings, location reviews
• Unique Insights: Neighborhood analysis, property type preferences
• Applications: Dynamic pricing models, host performance analysis, market segmentation

Product Reviews Datasets

Comprehensive e-commerce review data for retail and product analysis.

Amazon Product Reviews Dataset

• Domain: E-commerce & Retail
• Coverage: 10M+ product reviews across 100+ categories
• Data Points: Review text, star ratings, verified purchase status, helpfulness votes
• Product Categories: Electronics, books, home & garden, fashion, health
• Time Span: Historical data spanning 5+ years
• Applications: Product recommendation systems, brand monitoring, market research

eBay Reviews Dataset

• Domain: Online Marketplace
• Coverage: 2M+ buyer and seller reviews
• Data Points: Transaction feedback, detailed seller ratings, product condition notes
• Unique Features: Bidding history correlation, seller reputation metrics
• Use Cases: Trust and safety systems, seller performance analysis, fraud detection

Walmart Product Reviews Dataset

• Domain: Retail & Consumer Goods
• Coverage: 1M+ verified customer reviews
• Data Points: Review content, ratings, purchase verification, product specifications
• Categories: Groceries, electronics, home improvement, clothing
• Applications: Inventory optimization, customer sentiment tracking, competitive pricing

Restaurant Reviews Datasets

Food industry insights from comprehensive restaurant review collections.

Yelp Restaurant Reviews Dataset

• Domain: Food & Dining
• Coverage: 5M+ restaurant reviews from major US cities
• Data Points: Review text, star ratings, check-ins, photos metadata
• Business Info: Cuisine types, price ranges, location data, hours of operation
• User Data: Reviewer history, elite status, social connections
• Applications: Restaurant recommendation systems, local business analysis, food trend research

Google Maps Restaurant Reviews Dataset

• Domain: Local Business Reviews
• Coverage: 3M+ reviews across global restaurant locations
• Data Points: Review content, ratings, response from business owners
• Geographic Coverage: Worldwide with detailed location metadata
• Special Features: Photo reviews, question-answer sections
• Use Cases: Local SEO analysis, customer service insights, market expansion research

Dataset Features and Quality

Data Quality Assurance

• Verified Sources: All reviews scraped from legitimate, public platforms
• Data Cleaning: Automated removal of spam, duplicates, and low-quality content
• Regular Updates: Fresh data collected monthly to ensure relevance
• Compliance: All datasets comply with platform terms of service and privacy regulations

Technical Specifications

• Formats Available: JSON, CSV, and Excel
• Encoding: UTF-8 support for international characters
• Delivery Options: Direct download, cloud storage

Customization Options

• Date Ranges: Specify custom time periods for data collection
• Geographic Filtering: Focus on specific countries, states, or cities
• Category Selection: Choose specific product categories or business types
• Language Preferences: Multi-lingual datasets or specific language filtering
• Custom Fields: Additional data points based on your specific requirements

Pricing

Flexible Pricing Models

• One-time Purchase: Complete dataset ownership with perpetual usage rights
• Custom Enterprise: Tailored solutions for large-scale implementations
• Academic Discounts: Special pricing for educational and research institutions

Use Case Applications

Sentiment Analysis Projects

Our review datasets are perfect for training sentiment analysis models, enabling businesses to:

• Monitor brand reputation across platforms
• Identify emerging customer concerns
• Track sentiment trends over time
• Benchmark against competitors

Machine Learning Applications

• Text Classification: Train models to categorize reviews by sentiment, topic, or urgency
• Aspect-Based Sentiment Analysis: Identify specific product features mentioned in reviews
• Recommendation Systems: Build collaborative filtering algorithms
• Chatbot Training: Develop customer service bots with realistic conversation data

Business Intelligence

• Market Research: Understand consumer preferences and buying patterns
• Product Development: Identify features customers value most
• Competitive Analysis: Compare performance against industry leaders
• Price Optimization: Correlate pricing with customer satisfaction

Getting Started with CrawlFeeds Review Datasets

Easy Integration Process

1. Browse Our Catalog: Explore available datasets through our online portal
2. Request Samples: Download free sample data to evaluate quality and format
3. Choose Your Package: Select the datasets that fit your needs
4. Instant Access: Receive download links within 24 hours

Why Choose CrawlFeeds for User Review Data

Comprehensive Coverage

Unlike free academic datasets with limited scope, our commercial datasets provide:

• Scale: Millions of reviews across multiple platforms
• Freshness: Regular updates to capture current market trends
• Quality: Professional data cleaning and validation processes
• Support: Dedicated customer success team

Competitive Advantages

• Custom Solutions: Ability to create bespoke datasets for specific industry needs
• Global Reach: International coverage across multiple languages and markets
• Proven Track Record: Trusted by Fortune 500 companies and leading research institutions

Contact Us for Custom Review Datasets

Need specialized review data not covered in our standard offerings? Our custom scraping services can create tailored datasets from any publicly available review platform. Contact our team to discuss:

• Custom Data Sources: Scraping from niche or industry-specific platforms
• Enhanced Metadata: Additional data points specific to your use case
• Real-time Feeds: Live data streams for time-sensitive applications
• Data Processing Services: Cleaned, analyzed, and structured data ready for immediate use

Transform your business intelligence and machine learning projects with high-quality user review datasets from CrawlFeeds. Contact us today to explore how our data solutions can accelerate your success.

Ready to get started? Browse our complete catalog of user review datasets or contact our sales team for a custom quote. With CrawlFeeds, you get the data you need, when you need it, in the format that works best for your applications.