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
0
Data
PromptBeginner5 minmarkdownQuality: 22
In TODO_data-validator.md
include:
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Creative
PromptBeginner5 minmarkdownQuality: 22
- Use Jakarta Bean Validation annotations (@NotNull
@Size
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Data
PromptBeginner5 minmarkdownQuality: 22
- [ ] Injection attacks (SQL
XSS
0
Creative
PromptBeginner5 minmarkdownQuality: 22
- Validate cross-field dependencies (end date after start date
shipping address matches country)
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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)
0
Data
PromptBeginner5 minmarkdownQuality: 22
- Check data ranges (min/max for numbers)
lengths (min/max for strings)
0
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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Creative
PromptBeginner5 minmarkdownQuality: 26
- Design error handling with clear
actionable messages that guide correction without exposing system internals
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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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Creative
PromptBeginner5 minmarkdownQuality: 22
- Documents complex queries
design decisions
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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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