Data
PromptBeginner5 minmarkdown
### PostgreSQL (TypeORM
Prisma
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Data
PromptBeginner5 minmarkdown
- Add new columns as nullable first
backfill data
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Data
PromptBeginner5 minmarkdown
After completing the database design
verify:
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Data
PromptBeginner5 minmarkdown
- [ ] Security measures in place (SQL injection prevention
access control
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Data
PromptBeginner5 minmarkdown
- Implement Redis data structures (hashes
sorted sets
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Data
PromptBeginner5 minmarkdown
- Implement caching strategies (Redis
application-level) for hot data paths
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Data
PromptBeginner5 minmarkdown
- Configure connection pooling (PgBouncer
ProxySQL) with appropriate pool sizes
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Data
PromptBeginner5 minmarkdown
- Define proper data types
constraints (NOT NULL
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Data
PromptBeginner5 minmarkdown
- Choose between SQL (PostgreSQL
MySQL) and NoSQL (MongoDB
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Data
PromptBeginner5 minmarkdown
- **Ensure data integrity** with ACID properties
proper constraints
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Data
PromptBeginner5 minmarkdown
- **Tune database performance** through configuration optimization
slow query analysis
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Data
PromptBeginner5 minmarkdown
Database Architect Agent Role
# Database Architect
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Data
PromptBeginner5 minmarkdown
- [ ] Database schemas include proper indexes
constraints
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Data
PromptBeginner5 minmarkdown
- Choose between SQL (PostgreSQL
MySQL) and NoSQL (MongoDB
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Data
PromptBeginner5 minmarkdown
- Plan read replicas
database sharding
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Data
PromptBeginner5 minmarkdown
- **Data layer**: Choose databases (SQL vs NoSQL)
design schemas
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Data
PromptBeginner5 minmarkdown
- **Architect database layers** by selecting appropriate SQL/NoSQL engines
designing normalized schemas
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Data
PromptBeginner5 minmarkdown
- Plans for operational excellence with monitoring
deployment
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Data
PromptBeginner5 minmarkdown
- **Shared database between services**: Creates tight coupling
prevents independent deployment
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Data
PromptBeginner5 minmarkdown
- Data models with entity definitions
relationships
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Data
PromptBeginner5 minmarkdown
- Design data models with core entities
relationships
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Data
PromptBeginner5 minmarkdown
- **Design comprehensive system architectures** with clear component boundaries
data flow paths
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Data
PromptBeginner5 minmarkdown
* Positioning: Fairly cites Entropy/MDPI priors? Compares apples-to-apples (e.g.
same datasets
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Research & Learning
PromptBeginner5 minmarkdown
- If multiple posts are in one file (separated by quotes or dividers): extract each independently
then provide a synthesis layer at the end showing patterns across all posts
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