36+ datasets
20+ sources
CSV & JSON
Free samples available

Ratings and reviews data provides direct customer feedback on products, services, and experiences. This data is sourced from e-commerce sites, app stores, and dedicated review platforms. Key fields typically include review text, star ratings, reviewer ID, product ID, and submission date.

ML engineers, data scientists, and product managers utilize ratings and reviews for sentiment analysis, product feature prioritization, and competitive intelligence. Analysts use it to track customer satisfaction, identify emerging trends, and inform marketing strategies.

CrawlFeeds delivers structured, clean ratings and reviews datasets in CSV or JSON formats. We offer free samples for evaluation. For specific data needs, custom scraping services are available starting from $175, ensuring precise and up-to-date data acquisition.

Common Use Cases
Perform sentiment analysis Improve product features Analyze competitor offerings Identify market trends Detect review fraud Optimize customer experience Understand user preferences

Ratings and reviews Datasets

36 datasets available — free samples on every download.

What's in a Ratings and reviews Dataset

Typical fields across datasets in this category. Individual datasets may include additional source-specific fields — check each dataset page for the exact schema.

Request custom fields
Review ID Unique identifier for the review
Product ID Identifier for the reviewed product or service
Reviewer ID Identifier for the customer who submitted the review
Rating Numerical score given by the reviewer (e.g., 1-5 stars)
Review Text The full content of the customer's written review
Review Title Short summary or headline for the review
Review Date Date and time the review was submitted
Source URL URL of the page where the review was found
Helpful Votes Count of users who found the review helpful
Verified Purchase Indicates if the reviewer purchased the item
Reviewer Location Geographic location of the reviewer
Product Category Category of the reviewed product

Sources Covered

23 sources in this category.

Ulta
ulta.com
Chewy
chewy.com
Amazon
amazon.in
Play
play.google.com
Ikea
ikea.com
Airbnb
airbnb.com
Apps
apps.apple.com
Flipkart
flipkart.com
Metacritic
metacritic.com
Gamestop
gamestop.com
Booking
booking.com
Trustpilot
trustpilot.com
Medium
medium.com
Tripadvisor
tripadvisor.in
Amazon
amazon.co.uk
Walmart
walmart.com
Gamespot
gamespot.com
Tripadvisor
tripadvisor.com
Sephora
sephora.com
Allrecipes
allrecipes.com
Amazon
amazon.com
Zomato
zomato.com
Nykaa
nykaa.com

FAQ — Ratings and reviews Datasets

We offer customer feedback from various sources including e-commerce platforms, app stores, hotel booking sites, and dedicated review platforms like Trustpilot.

Our datasets are provided in structured formats, typically CSV or JSON, with clearly defined fields for easy integration into your systems.

Yes, free samples are available for most datasets in this category, allowing you to evaluate the data quality and structure before purchase.

Update frequency varies by dataset. Many popular datasets are updated regularly, and custom scraping projects can be set up for ongoing data feeds.

This data is widely used for sentiment analysis, product development, competitive intelligence, market research, and customer experience optimization.

Yes, we offer custom scraping services starting from $175 to extract ratings and reviews from specific websites or for particular products based on your requirements.

More Ways to Get Ratings and reviews Data

Pre-built datasets are just one option. CrawlFeeds offers three ways to get data exactly to your specification.

Need Ratings and reviews Data to Your Spec?

Filter an existing dataset, merge multiple sources, or request a custom scrape from any website. We scope and deliver within days.