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 aggressive market intelligence gathering and competitive analysis.

3,891 stars

Best use case

china-export-data-hunter is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Proactively hunt and discover China's export trade data to identify competitors, track market movements, and uncover new business opportunities. Designed for aggressive market intelligence gathering and competitive analysis.

Teams using china-export-data-hunter should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/china-export-data-hunter/SKILL.md --create-dirs "https://raw.githubusercontent.com/openclaw/skills/main/skills/1970168137/china-export-data-hunter/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/china-export-data-hunter/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How china-export-data-hunter Compares

Feature / Agentchina-export-data-hunterStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Proactively hunt and discover China's export trade data to identify competitors, track market movements, and uncover new business opportunities. Designed for aggressive market intelligence gathering and competitive analysis.

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

Related Guides

SKILL.md Source

# 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**:
- Free API: 100 calls/hour (registration required at https://uncomtrade.org/docs/api-subscription-keys/)
- Premium API: Unlimited calls with subscription
- Bulk download available for premium users

**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**:
- Access: http://stats.customs.gov.cn/indexEn
- Navigate: "Query by HS Code" → Select Chapter → Input Code
- Filter by: Trade Mode, Customs Port, Domestic Destination

---

## 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

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