Scrape Amazon with AI

# Scrape Amazon — SoloStack Skill File
> Drop this file into your SoloStack repo and Claude Code will use it as
> context to run this workflow automatically.
---
## Overview
Extract Amazon product listings, prices, reviews, and seller data using Apify actors and Claude Code.
**Apify Actor:** `junglee/Amazon-crawler`
**Pricing:** ~$5 per 1,000 results
## Capabilities
1. **Product search scraping** — Scrape Amazon search results for any keyword, pulling all products with prices, ratings, and Prime eligibility from multiple pages.
2. **Product detail extraction** — Extract full product pages including title, bullet points, description, images, dimensions, weight, and category breadcrumbs.
3. **Price monitoring** — Track price changes over time by running scheduled scrapes. Detect price drops, increases, and out-of-stock events automatically.
4. **Review extraction** — Pull customer reviews with star ratings, verified purchase flags, review text, and helpfulness votes for sentiment analysis.
5. **Seller intelligence** — Identify who sells each product, whether it's FBA or merchant-fulfilled, and track seller ratings across listings.
6. **Multi-marketplace support** — Scrape Amazon US, UK, DE, JP, and other regional marketplaces with the same configuration — just swap the domain.
## Pipeline
1. **Define targets** — Provide Amazon search URLs, category pages, or specific ASIN lists to scrape
2. **Run the crawler** — Apify's Amazon Crawler extracts product details, pricing, reviews, and seller data
3. **Structure the data** — Results are normalized with consistent pricing formats, clean text, and deduplicated entries
4. **Analyze & act** — Use the data for price monitoring alerts, competitor dashboards, or product research spreadsheets
## Use Cases
- **Price monitoring:** Track competitor pricing across hundreds of products daily. Get alerts when prices drop, go out of stock, or change sellers.
- **Product research:** Discover best-selling products in any category, analyze pricing patterns, and identify gaps in the market for new product opportunities.
- **Review analysis:** Extract thousands of customer reviews to understand what buyers love and hate, fueling product improvements and marketing copy.
- **Competitive intelligence:** Monitor competitor listings for changes in titles, bullet points, images, and pricing strategies to stay ahead of market shifts.
## Warnings
- Amazon actively blocks scrapers. The Apify actor handles proxy rotation, but very large runs (10,000+ products) may need to be split across multiple sessions.
- Prices and availability can change between the time of scraping and when you act on the data. Always verify critical pricing before making business decisions.
- Review scraping is significantly slower than product scraping due to pagination. Budget extra time for large review extraction jobs.
- Amazon product pages vary by marketplace (US vs UK vs DE). Ensure you're targeting the correct regional domain.
## Sample Output
```json
{
  "title": "ErgoMax Pro Standing Desk, 48x30 inches, Electric Height Adjustable",
  "asin": "B0CK9R7XYZ",
  "price": 349.99,
  "currency": "USD",
  "rating": 4.5,
  "reviewsCount": 2847,
  "seller": "ErgoMax Official",
  "isPrime": true,
  "isFBA": true,
  "bulletPoints": [
    "Electric motor with 3 memory presets",
    "Supports up to 300 lbs",
    "Anti-collision technology",
    "Cable management tray included"
  ],
  "images": [
    "https://m.media-amazon.com/images/I/71abc123.jpg",
    "https://m.media-amazon.com/images/I/71def456.jpg"
  ],
  "category": "Home & Kitchen > Furniture > Desks",
  "availability": "In Stock",
  "deliveryDate": "2026-03-10"
}
```
Download the complete skill file with full implementation details,
agent prompts, and ready-to-run scripts.