Pricing

from $2.00 / 1,000 analyzed review records

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Amazon Product Review Aspect Sentiment Miner

Try for free

Pricing

from $2.00 / 1,000 analyzed review records

Rating

0.0

(0)

Developer

Lakshay Papneja

Actor stats

Bookmarked

Total users

Monthly active users

an hour ago

Last modified

Amazon Product Review Analyzer: Sentiment & Bugs (v1.0)

Scrape customer reviews for e-commerce products, classify sentiment by aspect (quality, price, durability), and extract customer complaints.

⚡ Key Capabilities

High-Throughput Streaming: Pushes results continuously to the default dataset.
Enterprise-Grade Sanitization: Cleans and normalizes fields with zero extraneous DOM clutter.
Pay-Per-Event Compatibility: Fully monetized and configured with Apify PPE pricing.
MCP Server Ready: Can be invoked directly by AI agents (Claude, Cursor, LangChain).

⚙️ Input Parameters

Field	Type	Description
`productUrlsOrAsins`	`array`	Product identifiers.
`maxReviews`	`integer`	Reviews limit.

📦 Sample Dataset Record

{
  "asin": "sample_value",
  "rating": "sample_value",
  "reviewTitle": "sample_value",
  "sentiment": "sample_value",
  "verifiedPurchase": "sample_value",
  "scrapedAt": "2026-10-31T20:56:00.000Z"
}

📖 How to Use (Step-by-Step)

Enter ASINs or URLs: Provide Amazon product URLs or 10-character ASINs (e.g. B08N5WRWNW).
Filter by Rating: Select specific star ratings (e.g. 1-star and 2-star reviews to find customer complaints).
Aspect Classification: Enable sentiment extraction to categorize feedback on Quality, Shipping, and Value.
Run & Analyze: Export clean review text, verified purchase badges, helpful votes, and ratings.

🏆 Why Use This Actor? (Feature Comparison)

Feature	Amazon Aspect Sentiment Miner	Basic Review Scrapers
Aspect-Level Tagging	✅ Tags complaints by Durability, Size, Price	❌ Raw text dump only
Verified Purchase Check	✅ Flags verified buyer reviews	⚠️ Unfiltered junk
Helpful Votes Weighting	✅ Extracts upvote counts for reviews	❌ Missing metadata
Antibot Resilience	✅ Polite user-agent rotation	⚠️ Blocked by CAPTCHA

🔌 Integrations & Export Formats

Connect this Actor seamlessly into your automated workflows:

Direct Webhooks: Trigger Make.com, Zapier, or n8n workflows upon dataset item creation.
Instant Exports: One-click download in JSON, CSV, Excel (XLSX), and XML.
AI & MCP Protocols: Call natively from Claude Desktop, Cursor, or LangChain agents via Apify's Model Context Protocol server.
REST API: Trigger programmatically with simple cURL, Python (apify-client), or Node.js scripts.

💰 Transparent Pay-Per-Event Pricing

Zero Subscriptions: Never pay flat monthly rental fees or wasted idle hours.
Pay Only for Value: You are billed purely per result extracted into your default dataset.
$5 Free Tier: Fully compatible with Apify's free monthly platform credit for testing.

❓ Frequently Asked Questions (FAQ)

What aspects does it classify reviews into?

It tags reviews across Build Quality, Value for Money, Customer Support, Packaging/Shipping, and Sizing/Fit.

Can I focus only on negative reviews?

Yes! Set filterRating: "CRITICAL" or choose 1-star and 2-star reviews to instantly identify product flaws.

Is this compliant with Apify standards?

Yes, it uses lightweight HTTP requests with rate limiting to respect server capacity.

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