Design test data strategies and generate synthetic data for testing
Create a comprehensive test data strategy for:
**Application:** {{APP_NAME}}
**Data Entities:**
{{ENTITIES_LIST}}
**Entity Relationships:**
{{RELATIONSHIPS}}
**Data Requirements:**
- Volume: {{DATA_VOLUME}} records
- Environments: {{ENVIRONMENTS}}
- Compliance: {{COMPLIANCE_REQUIREMENTS}} (GDPR/HIPAA/PCI)
**Test Data Categories:**
1. **Valid Data Sets:**
- Typical values
- Boundary values
- Various formats
2. **Invalid Data Sets:**
- Missing required fields
- Invalid formats
- Out-of-range values
- Special characters
3. **Edge Cases:**
- Maximum field lengths
- Unicode characters
- Empty strings vs null
4. **Performance Data:**
- Large datasets
- Complex relationships
**Generate:**
- Data generation scripts (Faker.js/Python Faker)
- SQL insert scripts
- JSON fixtures
- Data masking rules
- Synthetic data patterns
- Data refresh strategyOr press ⌘C to copy
Replace these placeholders with your own content before using the prompt.
[{APP_NAME][{ENTITIES_LIST][{RELATIONSHIPS][{DATA_VOLUME][{ENVIRONMENTS][{COMPLIANCE_REQUIREMENTS]