Skip to content
Back to skills

Db Optimization

ASecurity

Use when the bottleneck is database-shaped — slow queries, lock timeouts, connection exhaustion, N+1 patterns, index questions, schema migrations on hot tables. Evidence-first DB playbook for PostgreSQL, MySQL/MariaDB, MongoDB, and Redis backing the db-performance-tuner agent.

  • 8 stars
  • 0 votes
  • 0 copies
  • 2 views
  • Added September 1, 2026
ai-agentsgosqldatabaseperformance

Security analysis

A100/100

Scanned September 1, 2026

npx -y skills add jdanigo/hydraia --skill db-optimization --agent claude-code

Installs into .claude/skills of the current project.

Are you the author of Db Optimization?

Add the live security badge to your README. It updates with every re-scan.

Security grade badge for Db Optimization
[![Security: A — Skills Directory](https://www.skillsdirectory.com/api/skills/jdanigo-db-optimization/badge)](https://www.skillsdirectory.com/skills/jdanigo-db-optimization)

More formats (shields.io, HTML) on the badges page. Keep it an A: scan every change in CI with Pro.

Download with Pro
SKILL.md
---
name: db-optimization
description: Use when the bottleneck is database-shaped — slow queries, lock timeouts, connection exhaustion, N+1 patterns, index questions, schema migrations on hot tables. Evidence-first DB playbook for PostgreSQL, MySQL/MariaDB, MongoDB, and Redis backing the db-performance-tuner agent.
---

# DB Optimization — EXPLAIN before you touch anything

Playbook for the DB half of the Hydraia perf route. The `db-performance-tuner` agent does the diagnosis; this skill sets the rules the route runs under.

<HARD-RULES>
- Read-first: no change is proposed without its EXPLAIN plan, stat, or code evidence. Live DB unavailable → code/schema inference only, tagged UNVERIFIED, with the confirming commands listed for the human.
- All write-shaped operations (create index, schema change, config change) are PLAN TASKS — reviewed, gated, never executed by a diagnosis agent.
- Destructive or blocking operations (table rewrites, long locks) are flagged for explicit human approval in the plan; prefer and name the online variant per engine: `CREATE INDEX CONCURRENTLY` (Postgres), `ALGORITHM=INPLACE, LOCK=NONE` (MySQL), rolling index builds (Mongo).
- Schema changes on live tables follow EXPAND-CONTRACT, no exceptions.
- Redact literal data values from any plan/log excerpt that lands in a committed artifact.
</HARD-RULES>

## Expand-contract migration protocol

1. **Expand:** add the new column/table/index alongside the old — additive, backward-compatible, online.
2. **Dual-write + backfill:** application writes both shapes; backfill history in batches (bounded, throttled, resumable).
3. **Switch reads** to the new shape behind a verified flag; watch metrics.
4. **Contract:** only after a full bake period, remove the old shape in a later release. Contract is its own plan task, never bundled with expand.

## Index design guidance

- Composite order: equality columns first, then range, then sort — match the query, not intuition.
- Covering indexes to eliminate lookups for hot read paths; weigh write amplification (every index taxes every write).
- Partial/filtered indexes for skewed predicates (`WHERE deleted_at IS NULL`).
- Hunt UNUSED indexes too (`pg_stat_user_indexes`, `sys.schema_unused_indexes`) — dropping one is also an optimization.
- The index is not always the answer: sometimes it is the query shape, the schema, or the caller (N+1, missing cache).

## N+1 patterns per ORM family

- Detection: a loop in code + per-iteration query in the log/profile. The agent cites the code location.
- Fix families: eager loading (`include`/`select_related`/`prefetch_related`/`preload`), query batching (`IN` lists), dataloader pattern (GraphQL), denormalized read models for hot aggregates.

## Pooling guidance

- Pool size starts near `connections = cores * 2 + effective_spindles` (HikariCP heuristic) — not hundreds; queueing beats connection thrash.
- Always set: acquisition timeout, idle timeout, max lifetime. Connection churn (open/close per request) is itself a finding.

## Per-engine evidence commands

See the db-performance-tuner agent definition for the full read-only evidence list per engine (EXPLAIN variants, stat views, lock views, SLOWLOG). This skill and that agent must stay in sync — update both or neither.

Attribution

Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.

Comments

Loading comments…