Agent Skills: Database Patterns

Database design and migration patterns for Alembic migrations, schema design (SQL/NoSQL), and database versioning. Use when creating migrations, designing schemas, normalizing data, managing database versions, or handling schema drift.

document-asset-creationID: yonatangross/orchestkit/database-patterns

Install this agent skill to your local

pnpm dlx add-skill https://github.com/yonatangross/orchestkit/tree/HEAD/src/skills/database-patterns

Skill Files

Browse the full folder contents for database-patterns.

Download Skill

Loading file tree…

src/skills/database-patterns/SKILL.md

Skill Metadata

Name
database-patterns
Description
Database design and migration patterns for Alembic migrations, schema design (SQL/NoSQL), and database versioning. Use when creating migrations, designing schemas, normalizing data, managing database versions, or handling schema drift.

Database Patterns

Comprehensive patterns for database migrations, schema design, and version management. Each category has individual rule files in rules/ loaded on-demand.

Quick Reference

| Category | Rules | Impact | When to Use | |----------|-------|--------|-------------| | Alembic Migrations | 3 | CRITICAL | Autogenerate, data migrations, branch management | | Schema Design | 3 | HIGH | Normalization, indexing strategies, NoSQL patterns | | Versioning | 3 | HIGH | Changelogs, rollback plans, schema drift detection | | Zero-Downtime Migration | 2 | CRITICAL | Expand-contract, pgroll, rollback monitoring |

| Database Selection | 1 | HIGH | Choosing the right database, PostgreSQL vs MongoDB, cost analysis |

Total: 12 rules across 5 categories

Quick Start

# Alembic: Auto-generate migration from model changes
# alembic revision --autogenerate -m "add user preferences"

def upgrade() -> None:
    op.add_column('users', sa.Column('org_id', UUID(as_uuid=True), nullable=True))
    op.execute("UPDATE users SET org_id = 'default-org-uuid' WHERE org_id IS NULL")

def downgrade() -> None:
    op.drop_column('users', 'org_id')
-- Schema: Normalization to 3NF with proper indexing
CREATE TABLE orders (
    id UUID PRIMARY KEY DEFAULT gen_random_uuid(),
    customer_id UUID NOT NULL REFERENCES customers(id),
    created_at TIMESTAMPTZ NOT NULL DEFAULT NOW()
);
CREATE INDEX idx_orders_customer_id ON orders(customer_id);

Alembic Migrations

Migration management with Alembic for SQLAlchemy 2.0 async applications.

| Rule | File | Key Pattern | |------|------|-------------| | Autogenerate | ${CLAUDE_SKILL_DIR}/rules/alembic-autogenerate.md | Auto-generate from models, async env.py, review workflow | | Data Migration | ${CLAUDE_SKILL_DIR}/rules/alembic-data-migration.md | Batch backfill, two-phase NOT NULL, zero-downtime | | Branching | ${CLAUDE_SKILL_DIR}/rules/alembic-branching.md | Feature branches, merge migrations, conflict resolution |

Schema Design

SQL and NoSQL schema design with normalization, indexing, and constraint patterns.

| Rule | File | Key Pattern | |------|------|-------------| | Normalization | ${CLAUDE_SKILL_DIR}/rules/schema-normalization.md | 1NF-3NF, when to denormalize, JSON vs normalized | | Indexing | ${CLAUDE_SKILL_DIR}/rules/schema-indexing.md | B-tree, GIN, HNSW, partial/covering indexes | | NoSQL Patterns | ${CLAUDE_SKILL_DIR}/rules/schema-nosql.md | Embed vs reference, document design, sharding |

Versioning

Database version control and change management across environments.

| Rule | File | Key Pattern | |------|------|-------------| | Changelog | ${CLAUDE_SKILL_DIR}/rules/versioning-changelog.md | Schema version table, semantic versioning, audit trails | | Rollback | ${CLAUDE_SKILL_DIR}/rules/versioning-rollback.md | Rollback testing, destructive rollback docs, CI verification | | Drift Detection | ${CLAUDE_SKILL_DIR}/rules/versioning-drift.md | Environment sync, checksum verification, migration locks |

Database Selection

Decision frameworks for choosing the right database. Default: PostgreSQL.

| Rule | File | Key Pattern | |------|------|-------------| | Selection Guide | ${CLAUDE_SKILL_DIR}/rules/db-selection.md | PostgreSQL-first, tier-based matrix, anti-patterns |

Key Decisions

| Decision | Recommendation | Rationale | |----------|----------------|-----------| | Async dialect | postgresql+asyncpg | Native async support for SQLAlchemy 2.0 | | NOT NULL column | Two-phase: nullable first, then alter | Avoids locking, backward compatible | | Large table index | CREATE INDEX CONCURRENTLY | Zero-downtime, no table locks | | Normalization target | 3NF for OLTP | Reduces redundancy while maintaining query performance | | Primary key strategy | UUID for distributed, INT for single-DB | Context-appropriate key generation | | Soft deletes | deleted_at timestamp column | Preserves audit trail, enables recovery | | Migration granularity | One logical change per file | Easier rollback and debugging | | Production deployment | Generate SQL, review, then apply | Never auto-run in production |

Anti-Patterns (FORBIDDEN)

# NEVER: Add NOT NULL without default or two-phase approach
op.add_column('users', sa.Column('org_id', UUID, nullable=False))  # LOCKS TABLE!

# NEVER: Use blocking index creation on large tables
op.create_index('idx_large', 'big_table', ['col'])  # Use CONCURRENTLY

# NEVER: Skip downgrade implementation
def downgrade():
    pass  # WRONG - implement proper rollback

# NEVER: Modify migration after deployment - create new migration instead

# NEVER: Run migrations automatically in production
# Use: alembic upgrade head --sql > review.sql

# NEVER: Run CONCURRENTLY inside transaction
op.execute("BEGIN; CREATE INDEX CONCURRENTLY ...; COMMIT;")  # FAILS

# NEVER: Delete migration history
command.stamp(alembic_config, "head")  # Loses history

# NEVER: Skip environments (Always: local -> CI -> staging -> production)

Detailed Documentation

| Resource | Description | |----------|-------------| | ${CLAUDE_SKILL_DIR}/references/ | Advanced patterns: Alembic, normalization, migration, audit, environment, versioning | | ${CLAUDE_SKILL_DIR}/checklists/ | Migration deployment and schema design checklists | | ${CLAUDE_SKILL_DIR}/examples/ | Complete migration examples, schema examples | | ${CLAUDE_SKILL_DIR}/scripts/ | Migration templates, model change detector |

Zero-Downtime Migration

Safe database schema changes without downtime using expand-contract pattern and online schema changes.

| Rule | File | Key Pattern | |------|------|-------------| | Expand-Contract | ${CLAUDE_SKILL_DIR}/rules/migration-zero-downtime.md | Expand phase, backfill, contract phase, pgroll automation | | Rollback & Monitoring | ${CLAUDE_SKILL_DIR}/rules/migration-rollback.md | pgroll rollback, lock monitoring, replication lag, backfill progress |

Related Skills

  • sqlalchemy-2-async - Async SQLAlchemy session patterns
  • ork:testing-integration - Integration testing patterns including migration testing
  • caching - Cache layer design to complement database performance
  • ork:performance - Performance optimization patterns