CloudThinker for Database Engineers
Find the why behind every slow query.
Frontier Investigation Agents trace slow queries, schema drift, failed backups and capacity limits across PostgreSQL, MySQL and Redis, and test each fix on a read replica.
A slow query is a symptom.
The cause sits in an index, a migration, a pool setting or a table that grew. CloudThinker finds it and tests the fix on a read replica, never the primary.
Your data layer, end to end.
Start from six customizable Skills across query, schema, backup, replication, tuning and capacity. Extend them, replace them or add your own.
Queries and tuning
Top slow queries from pg_stat_statements or performance_schema, index and rewrite suggestions, and autovacuum, work_mem and connection pool tuning.
Schema and capacity
Migration safety review for locks, blocking and rollback, drift between environments, and growth forecasts for hot tables.
Backup and failover
Backup integrity checks and PITR drills with RTO and RPO measured, plus replica lag and split-brain detection.
Ask once. Rerun it as a Command.
Hand off one task, trust the result, then turn it into a loop. Every week, another task leaves your plate.
Start with a prompt
Ask in chat. CloudThinker runs it once inside Sandbox Isolation, scoped by your Rules of Engagement.
Save it as a Skill
/create-skill captures the scope, Rules of Engagement, validation logic and notification routing as a Skill versioned in the Knowledge Base.
Run it as a Command
Call it from chat, a webhook or a schedule. Same Rules of Engagement, same surface, same report. When your environment drifts, CloudThinker proposes a Skill update for your approval.
You set the guardrails.
Every run inherits the same controls that protect all of CloudThinker.
Sandbox Isolation
Every run executes inside an ephemeral microVM with strict egress, destroyed when the run completes.
Rules of Engagement
Strict scope, method and rate limits, with guard-in and guard-out policy checks on every model call. PII and secret redaction are on by default.
Immutable audit
Every reasoning step, tool call and finding is recorded. Export it to your SIEM or hand it to compliance.
Ready to put CloudThinker to work on your data layer?
Our database team partners directly with your platform, data, and SRE leads. Slow-query reviews, migration safety audits and PITR drill walkthroughs on request.