← Back to Skills Marketplace
1970168137

China Export Data Hunter

by 走过 · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ⚠ suspicious
113
Downloads
0
Stars
0
Active Installs
1
Versions
Install in OpenClaw
/install china-export-data-hunter
Description
Proactively hunt and discover China's export trade data to identify competitors, track market movements, and uncover new business opportunities. Designed for...
README (SKILL.md)

China Export Data Hunter

Purpose: Aggressively track, monitor, and analyze China's export activities to gain competitive advantages in international trade.

Target Users: Market researchers, competitive intelligence professionals, sales strategists, business development teams, and traders seeking to understand competitor movements and market dynamics.


Data Sources

Primary Sources

Source URL Best For Coverage
UN Comtrade https://comtradeplus.un.org/ Global trade flows, multi-country comparison 200+ countries, 1962-present
China Customs Statistics http://stats.customs.gov.cn/indexEn Official China export data, HS-level detail China-specific, highly detailed

Data Access Methods

UN Comtrade:

China Customs:

  • Web interface with query filters
  • No official API; web scraping may be required for automation
  • English interface available at /indexEn

Hunting Strategies

1. Competitor Tracking

Technique: Monitor specific Chinese exporters' shipping patterns

Query Parameters:
- Reporter: China (156)
- Partner: Your target market country
- Flow: Exports (2)
- HS Code: Your product category
- Period: Last 12 months rolling

Pro Tip: Use UN Comtrade's "Partner" filter to see which countries are receiving shipments from China in your product category. Cross-reference with shipping records to identify major Chinese suppliers.

2. Market Entry Detection

Technique: Identify when Chinese exporters enter new markets

Strategy:
1. Query China's exports to all partners for your HS code
2. Compare year-over-year data
3. Flag countries with >50% growth in Chinese imports
4. Investigate: New market opportunity or increased competition?

3. Price Intelligence Gathering

Technique: Estimate competitor pricing through unit value analysis

Calculation:
Unit Value = Trade Value (USD) / Quantity (kg or units)

Compare unit values across:
- Different Chinese ports (quality/grade differences)
- Destination countries (pricing strategies)
- Time periods (price trends)

China Customs Specific:


Advanced Hunting Techniques

Multi-Source Cross-Reference

What to Hunt UN Comtrade China Customs Action
Global market size ✓ Query all partners ✓ Verify China share Calculate market penetration
Competitor countries ✓ Compare reporters ✓ Deep-dive China data Identify top competitors
Price trends ✓ Unit value trends ✓ Port-level pricing Spot arbitrage opportunities
Seasonal patterns ✓ Monthly data ✓ Monthly data Optimize procurement timing

Seasonal Hunting Calendar

Month Hunt Focus Data Source Expected Insight
Jan-Feb Pre-Chinese New Year stockpiling China Customs Spot supply shortages
Mar-Apr Post-holiday recovery patterns UN Comtrade Identify restocking trends
May-Jun Mid-year shipping surge Both Plan inventory buildup
Jul-Aug Peak shipping season analysis Both Negotiate rates before peak
Sep-Oct Pre-holiday export rush China Customs Predict Q4 availability
Nov-Dec Year-end clearance patterns Both Spot discount opportunities

Query Templates

Template 1: Competitor Country Identification

Objective: Find which countries compete with China in specific product

UN Comtrade Query:
- Reporter: All countries
- Partner: Target import market (e.g., USA, Germany)
- Flow: Imports (1)
- HS Code: Your product
- Period: Latest year

Analysis: Sort by Trade Value - top reporters are your competitors

Template 2: Chinese Export Surge Detection

Objective: Detect sudden increases in Chinese exports

China Customs Query:
- HS Code: Your product category
- Period: Last 24 months
- Flow: Export

Analysis: Calculate MoM and YoY growth rates, flag >30% increases

Template 3: Port Intelligence

Objective: Identify which Chinese ports dominate your product export

China Customs Query:
- HS Code: Your product
- Filter: Port of Departure
- Period: Last 12 months

Insight: Top ports indicate manufacturing clusters and logistics hubs

Data Interpretation Tips

Red Flags to Hunt For

Signal Interpretation Action
Sudden drop in China's exports Supply chain disruption, policy change, or factory relocation Investigate alternative suppliers
New competitor country emerging Market diversification by buyers Assess quality/price positioning
Unit value declining Price war or commodity grade shift Review pricing strategy
Unit value increasing Premium segment growth or cost inflation Evaluate margin pressure

Common Hunting Pitfalls

  1. Ignoring HS Code revisions: HS codes change every 5 years - verify code validity for historical comparisons
  2. Misinterpreting "re-exports": Data may include goods transshipped through China
  3. Overlooking trade modes: Processing trade vs. general trade have different implications
  4. Missing seasonal adjustments: Chinese New Year (Jan/Feb) always distorts data

Output Formats

When presenting hunting results, include:

  1. Executive Summary: Top 3 findings with business implications
  2. Competitor Matrix: Countries ranked by export volume/value
  3. Trend Charts: 12-24 month trajectories
  4. Actionable Recommendations: Specific next steps based on findings

Rate Limits & Best Practices

Source Limit Workaround
UN Comtrade Free API 100/hour Cache results, batch queries overnight
UN Comtrade Web Session-based Use bulk download for large datasets
China Customs No known limit Respect server load, add delays between queries

Recommended Hunting Schedule:

  • Weekly: Monitor key competitors (automated API calls)
  • Monthly: Deep-dive analysis with fresh data
  • Quarterly: Comprehensive market intelligence report
Usage Guidance
Before installing: 1) Understand legal and ToS limits — scraping government or commercial sites can violate terms or local laws; prefer official APIs and paid subscriptions (UN Comtrade premium) where possible. 2) Avoid giving broad credentials — the skill doesn’t require env vars now, so don’t supply unrelated cloud or internal credentials. 3) If you plan to cross-reference 'shipping records', confirm where those records come from and whether the agent will access internal systems — restrict access accordingly. 4) Require rate limits, error handling, and respect for robots.txt; do not allow autonomous continuous scraping without human oversight. 5) Consider invoking manually (or reducing autonomy) until you can audit full runtime behavior — the SKILL.md truncates near the end, so request the complete instructions to be sure there are no hidden steps that read local files or exfiltrate data. If you need help reviewing the remaining content, share it and I can reassess.
Capability Analysis
Type: OpenClaw Skill Name: china-export-data-hunter Version: 1.0.0 The skill bundle is a purely informational guide for an AI agent to perform market intelligence and trade data analysis using public sources like UN Comtrade and China Customs. It contains no executable code, malicious instructions, or data exfiltration attempts, focusing entirely on legitimate competitive research strategies within SKILL.md.
Capability Assessment
Purpose & Capability
The name/description match the SKILL.md content: it focuses on tracking Chinese export data using UN Comtrade and China Customs. There are no unrelated requested binaries, env vars, or installs.
Instruction Scope
The instructions explicitly note that China Customs has no official API and state 'web scraping may be required for automation.' They also recommend cross-referencing 'shipping records' and aggressive, ongoing monitoring. Those instructions are open-ended and could push an agent to perform large-scale scraping or access non-public/internal datasets; the skill does not document limits, legal/terms-of-service checks, throttling, or explicit data sources for 'shipping records.'
Install Mechanism
Instruction-only skill with no install spec or code to write to disk — lowest installation risk.
Credentials
The skill declares no required env vars or credentials, while noting UN Comtrade registration is required for its free API. It does not request API keys or other credentials up front; that's reasonable but it means the agent may prompt for or attempt to use credentials at runtime. No unrelated secrets are requested.
Persistence & Privilege
always:false (good), but the agent can invoke the skill autonomously (platform default). Combined with open-ended scraping/monitoring instructions, that increases risk of unwanted automated queries or broad data collection if the agent is left to run autonomously.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install china-export-data-hunter
  3. After installation, invoke the skill by name or use /china-export-data-hunter
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of China Export Data Hunter skill. - Provides detailed strategies for discovering and analyzing China’s export trade data. - Lists primary data sources (UN Comtrade, China Customs) with access instructions. - Offers step-by-step templates for competitor tracking, market entry detection, price analysis, and port intelligence. - Includes best practices for data hunting, interpretation tips, and common pitfalls. - Presents output guidelines for sharing findings and recommended monitoring schedules.
Metadata
Slug china-export-data-hunter
Version 1.0.0
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is China Export Data Hunter?

Proactively hunt and discover China's export trade data to identify competitors, track market movements, and uncover new business opportunities. Designed for... It is an AI Agent Skill for Claude Code / OpenClaw, with 113 downloads so far.

How do I install China Export Data Hunter?

Run "/install china-export-data-hunter" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is China Export Data Hunter free?

Yes, China Export Data Hunter is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does China Export Data Hunter support?

China Export Data Hunter is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created China Export Data Hunter?

It is built and maintained by 走过 (@1970168137); the current version is v1.0.0.

💬 Comments