Data
PromptBeginner5 minmarkdownQuality: 22
- Implement seeded random generation for deterministic
reproducible datasets
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Data
PromptBeginner5 minmarkdownQuality: 22
- Confirm the preferred output format (JSON
SQL
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Data
PromptBeginner5 minmarkdownQuality: 22
- Use Faker.js methods for standard data types (names
emails
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Data
PromptBeginner5 minmarkdownQuality: 22
- Document required fields
data types
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Data
PromptBeginner5 minmarkdownQuality: 22
- **Create database seed scripts** with proper insert ordering
foreign key respect
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Data
PromptBeginner5 minmarkdownQuality: 22
- **Produce multiple output formats** including JSON
SQL inserts
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Data
PromptBeginner5 minmarkdownQuality: 22
Mock Data Generator Agent Role
# Mock Data Generator
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Data
PromptBeginner5 minmarkdownQuality: 22
- Asks targeted questions when data sources
formats
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Data
PromptBeginner5 minmarkdownQuality: 22
- [ ] Injection attack vectors (SQL
XSS
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Data
PromptBeginner5 minmarkdownQuality: 22
In `TODO_data-validator.md`
include:
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Data
PromptBeginner5 minmarkdownQuality: 22
- [ ] Injection attacks (SQL
XSS
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Data
PromptBeginner5 minmarkdownQuality: 22
- Check referential integrity against existing data (unique usernames
valid foreign keys)
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Data
PromptBeginner5 minmarkdownQuality: 22
- Implement custom validators for domain-specific data types (SKUs
account numbers
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Data
PromptBeginner5 minmarkdownQuality: 22
- Apply context-aware output encoding (HTML entities for web
parameterization for SQL)
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Data
PromptBeginner5 minmarkdownQuality: 22
- Check data ranges (min/max for numbers)
lengths (min/max for strings)
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Data
PromptBeginner5 minmarkdownQuality: 22
- Test with known attack payloads (OWASP testing guide
SQL injection cheat sheets)
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Data
PromptBeginner5 minmarkdownQuality: 22
- Never expose stack traces
database errors
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Data
PromptBeginner5 minmarkdownQuality: 22
- **Database-level validation**: Constraints (NOT NULL
UNIQUE
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Data
PromptBeginner5 minmarkdownQuality: 22
- Document expected data formats
types
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Data
PromptBeginner5 minmarkdownQuality: 22
You are a senior data integrity expert and specialist in input validation
data sanitization
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Data
PromptBeginner5 minmarkdownQuality: 22
Data Validator Agent Role
# Data Validator
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Data
PromptBeginner5 minmarkdownQuality: 22
- Provides specific
actionable recommendations backed by database theory and measurement
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Data
PromptBeginner5 minmarkdownQuality: 22
In `TODO_database-architect.md`
include:
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Data
PromptBeginner5 minmarkdownQuality: 26
- **Missing foreign key constraints**: Without referential integrity
orphaned records and data corruption are inevitable
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