Blog
Technical Insights on Database Optimization
Deep dives into database optimization, safe automation patterns, and real production learnings.
WHITEPAPER
From Detection to Action: Why Autonomous Remediation Needs a Trust Model
The hard question about an autonomous DBA is not whether it can act. It is whether you can trust it to act on production. That requires an explicit model, not good intentions.
3 min read · Aug 29, 2026
ENGINEERING
The Ticking Clock: Transaction ID Wraparound and How to Avoid Downtime
Transaction ID wraparound is the rare Postgres failure that can force your database into read-only protection. It is also entirely preventable.
3 min read · Aug 22, 2026
ENGINEERING
When Statistics Go Stale: Why the Planner Makes Bad Decisions
The query planner is only as good as the statistics it reads. When those go stale, it makes confident, catastrophically wrong choices.
3 min read · Aug 15, 2026
ENGINEERING
The Slow Leak: Table and Index Bloat in Every Postgres Database
Bloat is the space your data no longer uses but still pays for, in storage, in cache, and in every scan. It accumulates silently and is expensive to remove safely.
3 min read · Aug 8, 2026
ENGINEERING
Autovacuum Isn't Enough: How Dead Tuples Silently Degrade Postgres
Autovacuum is essential but not self-sufficient. Under real workloads it falls behind, and dead tuples quietly erode performance long before anyone notices.
3 min read · Aug 1, 2026
PERSPECTIVE
The Hidden Tax of Manual DBA Work
The real cost of manual database administration is not the incidents you see. It is the senior time quietly consumed by work that never had to be human.
2 min read · Jul 18, 2026
RESEARCH
The Case for Continuous Query Analysis
Query behavior drifts constantly, so static snapshots miss the real optimization surface. Continuous analysis is the only way to see it.
2 min read · Jul 10, 2026
WHITEPAPER
Why Reactive Database Optimization Is a Dead End
Reactive tuning creates an endless loop of alerts, manual triage, and late fixes. The real problem forms long before the dashboard turns red.
2 min read · Jul 1, 2026