Amazon Movers & Shakers Data Acquisition
Core Positioning
This is an original data tool for cross-border e-commerce product selection. It obtains recently soaring products from Amazon Movers & Shakers to discover real demands and market trends.
Data Sources (Priority from High to Low)
1. Sellersprite API (Recommended)
Sellersprite is a leading Amazon data analysis platform in China, providing professional API interfaces:
- API Base URL:
https://api.sellersprite.com/v1
- MCP Interface:
https://mcp.sellersprite.com
- Get API Key: https://open.sellersprite.com/pricing/mcp
Advantages:
- Accurate and stable data
- Includes in-depth data such as monthly sales, monthly revenue, etc.
- No anti-crawling risk
- Supports keyword search, category bestseller list, etc.
API Interfaces:
| Interface | Description |
|---|
/traffic/keyword/stat/{marketplace}/{asin}/
| Keyword traffic data |
/product/info/{marketplace}/{asin}/
| Product details |
/bestsellers/{marketplace}/{category_id}/
| Category bestseller list |
| Product search |
/market/trends/{marketplace}/{category_id}/
| Market trends |
2. Actual Web Crawling
Amazon Movers & Shakers pages:
- US:
https://www.amazon.com/Best-Sellers/zgbs
- UK:
https://www.amazon.co.uk/Best-Sellers/zgbs
- Germany:
https://www.amazon.de/Best-Sellers/zgbs
- Japan:
https://www.amazon.co.jp/Best-Sellers/zgbs
3. Mock Data (Fallback)
Use preset Mock data when both API and crawling fail
Supported Categories
| Category Code | Category Name | Description |
|---|
| Home & Kitchen | Home & Kitchen (Key category for Loctek) |
| Electronics | Electronic products |
| Sports & Outdoors | Sports and outdoors |
| Office Products | Office supplies |
| Toys & Games | Toys and games |
| Health & Personal Care | Health and personal care |
| Beauty & Personal Care | Beauty and personal care |
| Pet Supplies | Pet supplies |
| Automotive | Automotive supplies |
| Patio, Lawn & Garden | Patio, lawn and garden |
Input Parameters
json
{
"site": "amazon.com",
"category": "home-garden",
"limit": 20,
"min_price": 10.0,
"max_price": 100.0,
"exclude_brands": ["Amazon Basics"],
"time_window": "24h"
}
| Parameter | Type | Required | Default Value | Description |
|---|
| string | No | amazon.com | Amazon site |
| string | No | All categories | Product category |
| int | No | 20 | Number of returned products |
| float | No | None | Minimum price filter |
| float | No | None | Maximum price filter |
| list | No | [] | Brands to exclude |
| string | No | 24h | Time window |
Output Format
json
{
"metadata": {
"site": "amazon.com",
"category": "Home & Kitchen",
"scrape_time": "2026-02-26T10:30:00Z",
"total_products": 100,
"returned_products": 20
},
"products": [
{
"rank": 1,
"rank_change": "+256",
"asins": "B0XXXXXXXXX",
"title": "Standing Desk Converter, Height Adjustable...",
"url": "https://www.amazon.com/dp/B0XXXXXXXXX",
"image_url": "https://m.media-amazon.com/images/I/xxx.jpg",
"price": "$89.99",
"price_value": 89.99,
"currency": "USD",
"rating": 4.5,
"review_count": 1256,
"prime": true,
"category_path": "Home & Kitchen > Furniture > Home Office Furniture",
"sellers_info": {
"seller": "Brand Name",
"is_amazon": false
},
"trend": {
"direction": "up",
"momentum": "strong",
"change_percentage": "+256%"
},
"keywords": ["standing desk", "desk converter", "height adjustable"],
"suitable_for_temu": true,
"notes": "Home office category, suitable for listing on Temu"
}
]
}
Data Field Description
| Field | Description |
|---|
| Current rank on the soaring list |
| Rank change (e.g. +256 means rising 256 positions) |
| Amazon Standard Identification Number |
| Product title |
| Price value (for subsequent calculation) |
| Average rating (1-5) |
| Number of reviews |
| Whether it is a Prime product |
| Trend direction (up/down/stable) |
| Momentum strength (strong/medium/weak) |
| Whether it is suitable for Temu (preliminary judgment) |
Filtering Logic
Automatic Filter Conditions
The following types of products are automatically marked as
:
-
Categories with high qualification thresholds
- Medical devices (FDA certification required)
- Infant food/products (strict supervision)
- Drugs/health products (certification required)
-
Brand monopoly categories
- Accessories of big brands such as Apple, Samsung
- Products with obvious brand protection
-
Too low price categories
- Price < $5 (insufficient profit margin)
-
Oversized categories
- Large furniture, home appliances (high logistics cost)
Priority Recommendation Conditions
The following types of products are preferentially marked as
:
-
Home office categories (Loctek's main business)
- Standing desks, desk risers
- Office storage, desk mats
- Ergonomic accessories
-
Light and small items
- Weight < 1kg
- Small size, low freight cost
-
Combination set categories
- Multi-piece packs
- Matching product combinations
Usage Methods
Method 1: Sellersprite API (Recommended)
Use Sellersprite API to obtain data, stable and reliable:
bash
# Set environment variable
export SELLERSPRITE_API_KEY="your_api_key"
# Use Sellersprite API
python scripts/scrape_amazon.py --source sellersprite --keyword "standing desk" --limit 20
# Or pass API Key via command line
python scripts/scrape_amazon.py --source sellersprite --api-key YOUR_KEY --keyword "desk converter"
Sellersprite MCP Configuration (Claude Code):
json
{
"mcpServers": {
"sellersprite": {
"url": "https://mcp.sellersprite.com/sse",
"headers": {
"secret-key": "YOUR_API_KEY"
}
}
}
}
Method 2: Actual Web Crawling
When there is no API Key, automatically try crawling:
bash
python scripts/scrape_amazon.py --source scrape --category home-garden --limit 20
Method 3: Web Search Acquisition
When direct crawling is not possible, use WebSearch tool:
Search term: "site:amazon.com Movers and Shakers Home Kitchen"
Method 4: WebFetch Acquisition
Directly obtain page content:
URL: https://www.amazon.com/Best-Sellers-Home-Kitchen/zgbs/home-garden
Method 5: User Manual Input
Users can manually provide soaring list product information, and the skill will process it structurally.
Method 6: Mock Data (Fallback)
Force the use of Mock data:
bash
python scripts/scrape_amazon.py --source mock --category home-garden --limit 10
Automatic Mode (Default)
Automatically select the best data source:
bash
# Automatic mode: Sellersprite API → Actual crawling → Mock data
python scripts/scrape_amazon.py --source auto --keyword "standing desk"
Collaboration with Other Skills
- Output data for to search for competitors
- Output data for to find supply chains
- Output data for for price verification
Notes
-
Crawler restrictions: Amazon has anti-crawling mechanisms, it is recommended to:
- Control request frequency
- Use proxy rotation
- Simulate real user behavior
-
Data timeliness: The soaring list data is updated hourly, it is recommended to refresh regularly
-
Price fluctuation: Prices may be abnormal during promotions, need to pay attention to historical prices
-
Compliance risk: Some products may have patent/copyright issues, further verification is required
Example Usage
Example 1: Get soaring products in home category
User: Help me see what soaring products are there in Amazon's home category recently
Execution:
1. Visit Amazon Movers & Shakers home category page
2. Extract the first 20 soaring products
3. Filter products suitable for Temu
4. Return structured data
Example 2: Filter by price range
User: Find soaring office products on Amazon between $20-$50
Execution:
1. Obtain the office supplies category soaring list
2. Filter products with price between $20-$50
3. Return the list of eligible products
Example 3: Keyword search
User: Check the trend of "standing desk" on Amazon
Execution:
1. Search for products related to standing desk on Amazon
2. Analyze sales trends and ranking changes
3. Return the list of popular products