Best Seller Review Intelligence Datasets
Comprehensive CPG review datasets with sentiment analysis, theme extraction, and trend insights. Sourced from Amazon, Chewy, Walmart, Best Buy, Sephora + 50 other retailers.
Why Do I Need This Data?
Consumer review intelligence powers critical business decisions across industries.
Due Diligence & Acquisitions
Identify red flags like product contamination, quality issues, or recurring complaints before acquiring a brand.
Competitive Intelligence
Understand competitor strengths and weaknesses through real customer feedback and sentiment analysis.
Product Development
Discover unmet needs and feature requests directly from consumer voices to guide R&D priorities.
Brand Health Monitoring
Track sentiment trends over time to catch emerging issues before they become PR crises.
Customer Segmentation
Identify who is buying, what they care about, and how different customer segments respond to products.
Market Entry Strategy
Evaluate category dynamics, pricing expectations, and consumer preferences before launching new products.
Available Datasets
Pre-built datasets across 200+ CPG categories. Here are just a few examples:
Consumer intelligence on kibble brands covering ingredient quality, palatability, digestibility, and value perception.
Audio product insights covering sound quality, comfort, battery life, noise cancellation, and build quality.
Skincare market intelligence covering hydration efficacy, ingredient preferences, skin type compatibility, and packaging.
Oral care insights on cleaning performance, battery life, brush head quality, gum sensitivity, and smart features.
Nutrition snack intelligence covering taste profiles, texture quality, protein content satisfaction, and portability.
Beverage category data on flavor notes, caffeine strength, brewing convenience, and brand loyalty drivers.
Supplement market insights covering efficacy perception, ingredient transparency, dosage convenience, and value.
Household cleaning intelligence on effectiveness, scent preferences, safety concerns, and eco-friendly attributes.
What You Get
Each dataset is carefully curated to provide comprehensive consumer intelligence for your category.
60+ Best Selling Products
Top products in your chosen category based on sales and reviews volume.
30K+ Reviews
Comprehensive review data from 50+ retailers including Amazon, Walmart, and more.
20+ Curated Themes
Category-specific themes and topics extracted using advanced NLP.
Sentiment & NPS
Review-level and aggregate sentiment scores with Net Promoter Score analysis.
Trend Analysis
Historical data to track sentiment changes and emerging themes over time.
Expert Consultation
A call with our data expert to review sample data and ensure it's the right fit for your needs.
Sample API Response
Each review is enriched with AI-powered sentiment analysis, theme extraction, and contextual metadata.
{
"review_id": "cpg_review_928471",
"product": {
"name": "Blue Buffalo Life Protection Dry Dog Food",
"brand": "Blue Buffalo",
"category": "Pet Food > Dry Dog Food",
"asin": "B000GFT0CS",
"retailer": "amazon"
},
"review": {
"text": "My golden retriever absolutely loves this food! The quality
ingredients really show in his coat and energy levels...",
"rating": 5,
"date": "2024-11-15",
"verified_purchase": true
},
"enrichment": {
"sentiment": {
"score": 94,
"label": "Very Positive",
"confidence": 0.97
},
"themes": [
{
"category": "Product Quality",
"theme": "Ingredient Quality",
"sentiment": 96,
"keywords": ["quality ingredients", "real meat"]
},
{
"category": "Pet Health",
"theme": "Coat & Skin Health",
"sentiment": 92,
"keywords": ["coat", "shiny", "healthy"]
},
{
"category": "Pet Behavior",
"theme": "Palatability",
"sentiment": 98,
"keywords": ["loves", "excited", "finishes bowl"]
}
],
"entities": {
"who": "golden retriever",
"what": "dry dog food",
"benefit": "coat health, energy levels"
},
"purchase_intent": "repeat_buyer",
"recommendation_likelihood": "high"
}
}Product Metadata
- Brand & Product Name
- Category Hierarchy
- Retailer & ASIN/SKU
- Price Point (when available)
Sentiment Analysis
- Overall Sentiment Score (0-100)
- Per-Theme Sentiment
- Confidence Level
- Emotion Classification
Theme Extraction
- 20-23 Category-Specific Themes
- Keyword Extraction
- Who/What/Benefit Entities
- Purchase Intent Signals
Who Uses Our Data
Trusted by CPG brands, investment professionals, and market researchers for data-driven decisions.
CPG Brands
Competitive intelligence, product development insights, and customer experience optimization.
Private Equity
Due diligence on brand acquisitions, portfolio company monitoring, and market opportunity sizing.
Market Research
Consumer sentiment analysis, trend identification, and category benchmarking studies.
Need a Custom Dataset?
We can build custom review intelligence datasets for any CPG category, brand, or market segment. Contact us to discuss your requirements.