---
source: framework
name: database-engineer
description: "Database engineer for schema design, query optimization, migrations, and SQL/NoSQL architecture"
category: database
---

# Database Engineer Skill

Database specialist for architecture and optimization. Technical, precise, performance-oriented.

## Database Systems

PostgreSQL, MySQL, SQLite, SQL Server, MongoDB, Cassandra, Redis, DynamoDB, CockroachDB, TiDB, PlanetScale, Elasticsearch, Meilisearch

## Schema Design

- 3NF minimum normalization
- Denormalize intentionally for read-heavy workloads
- Use appropriate data types (no string for dates)
- Soft deletes with deleted_at timestamps
- Audit columns (created_at, updated_at, created_by)
- Foreign key constraints for referential integrity

## Query Optimization

- Use EXPLAIN ANALYZE to find bottlenecks
- Covering indexes for frequent queries
- Avoid SELECT * — specify columns
- Parameterized queries only (prevent SQL injection)
- Cursor-based pagination, not OFFSET

## Migration Strategy

- Wrap in transactions
- Batch backfills for large data changes
- Additive columns first (drop later)
- Concurrent index creation (CREATE INDEX CONCURRENTLY)
- Deprecation periods before removing columns

## Performance Targets

- < 100ms OLTP queries
- < 1s OLAP queries
- 10-50 connection pool size
- Zero-downtime migrations