Deep database design workflow—entities and relationships, keys and constraints, normalization vs denormalization, indexing strategy, integrity, and operational concerns. Use when designing OLTP schemas or reviewing greenfield data models.
Scanned 9/10/2026
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---
name: db-design
description: Deep database design workflow—entities and relationships, keys and constraints, normalization vs denormalization, indexing strategy, integrity, and operational concerns. Use when designing OLTP schemas or reviewing greenfield data models.
---
# DB Design
Good OLTP design balances integrity, write paths, query patterns, and evolution—not “third normal form everywhere.”
## When to Offer This Workflow
**Trigger conditions:**
- Greenfield service schema or major new domain
- Performance or integrity issues from ad-hoc tables
- Multi-tenant isolation questions
**Initial offer:**
Use **six stages**: (1) domain & access patterns, (2) entities & relationships, (3) keys & constraints, (4) normalization trade-offs, (5) indexing & performance, (6) operations & evolution). Confirm RDBMS and scale expectations.
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## Stage 1: Domain & Access Patterns
**Goal:** List critical queries and writes: QPS, joins, filters, hot rows.
**Exit condition:** Top access paths ranked by business importance.
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## Stage 2: Entities & Relationships
**Goal:** ER model; cardinality; optional vs required relationships.
### Practices
- Clear table names; avoid opaque “data” blobs unless documented
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## Stage 3: Keys & Constraints
**Goal:** Primary keys (surrogate vs natural); foreign keys with explicit ON DELETE policy; unique constraints for business rules.
### Multi-tenant
- `tenant_id` on rows that need isolation; composite keys or indexes as appropriate
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## Stage 4: Normalization Trade-offs
**Goal:** Normalize to reduce update anomalies; denormalize read hotspots with documented trade-offs.
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## Stage 5: Indexing & Performance
**Goal:** Indexes serve real queries; watch write amplification and index bloat.
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## Stage 6: Operations & Evolution
**Goal:** Migration strategy (expand/contract); backup/restore; PII columns flagged.
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## Final Review Checklist
- [ ] Access patterns drive schema
- [ ] Keys, FKs, and constraints explicit
- [ ] Multi-tenant isolation if applicable
- [ ] Normalization decisions justified
- [ ] Index plan aligned with queries
- [ ] Migration and ops considerations noted
## Tips for Effective Guidance
- NULL semantics and defaults matter for bugs and migrations.
- Pair with **db-migrate** for online schema changes.
## Handling Deviations
- Document stores: embed vs reference with consistency story.
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