Pangolinfo Amazon Scraper: Product + Keyword + Review + Category

Scrape Amazon programmatically via Pangolinfo APIs.

🌟 Why Use This Skill? (User Stories)

Bypass bot-detection and captchas instantly. Empower your AI with real-time Amazon market intelligence:

• Automated Product Research: Scrape detailed ASIN data, pricing, and inventory.
• Competitor Analysis for FBA: Track daily keyword rankings and BSR movements.
• Voice of Customer (VoC): Extract bulk product reviews for sentiment analysis.

🤖 Compatible Agent Frameworks

• OpenClaw (Direct CLI execution & workflow chaining)
• LangChain / LangGraph / Dify (As an e-commerce scraping tool)

🌐 多语言适配 (Multi-language Support)

• 🇨🇳 中文适用场景: 亚马逊全域数据抓取 API（ASIN详情、关键词排名、类目BSR、评论）。完美适配 AI Agent 自动化分析工作流。
• Agent Directive: Always output the final analysis/report in the language of the user's prompt (e.g., reply in Chinese if asked in Chinese).

Supports product detail pages, keyword search, category listings, seller pages, best sellers, and more.

Prerequisites

• Python 3.6+ (standard library only)
• A Pangolinfo account: https://pangolinfo.com/?referrer=clawhub_amz
• Auth env vars (choose one):
  • PANGOLINFO_API_KEY (recommended)
  • or PANGOLINFO_EMAIL + PANGOLINFO_PASSWORD

export PANGOLINFO_API_KEY="..."
# or
export PANGOLINFO_EMAIL="..."
export PANGOLINFO_PASSWORD="..."

Minimal examples

Product detail:

python3 scripts/pangolinfo.py --url "https://www.amazon.com/dp/B0DYTF8L2W" --parser amzProductDetail

Keyword search:

python3 scripts/pangolinfo.py --q "wireless mouse" --parser amzKeyword

Usage

--q QUERY          Keyword query (builds an Amazon search URL)
--url URL          Target Amazon URL (product/category/seller/etc.)
--parser PARSER    Parser name (default: amzProductDetail)
--zipcode CODE     Zipcode for localized pricing (default: 10041)
--format FMT       json (default) | rawHtml | markdown
--auth-only        Authenticate and show token info
--raw              Output raw API response instead of extracted data

Amazon parsers

• amzProductDetail (default)
• amzKeyword
• amzProductOfCategory
• amzProductOfSeller
• amzBestSellers
• amzNewReleases
• amzFollowSeller

Links

• Homepage: https://pangolinfo.com/?referrer=clawhub_amz

References

• references/amazon-api.md
• references/error-codes.md

🎯 Quick Start Prompts (Copy-Paste)

Try these prompts with your agent to see instant results:

• "Fetch the top 10 bestsellers in the 'Electronics' category on Amazon and format the results as a CSV."
• "Scrape the top 50 reviews for ASIN B08XXXXXXX and summarize the main customer complaints."
• "Search Amazon for 'wireless earbuds', extract the first page results, and list their prices and ratings."

🛑 Boundaries & Error Handling

When NOT to use: Do not use this for non-Amazon platforms (e.g., Shopify, Walmart). Agent Instructions for Errors:

• 401 Unauthorized: The PANGOLINFO_API_KEY is missing or invalid. Prompt the user to set it.
• 429 Rate Limit: The API is rate-limited. The agent MUST yield or sleep for 5 seconds before retrying, instead of failing the task.
• Empty Results: Check if the ASIN or keyword is valid for the target marketplace.