PostgreSQL
v17.0Enterprise Relational EngineProduction-grade PostgreSQL runbooks, error diagnosis guides, HNSW RAG & Patroni HA architectures, memory & WAL deep dives, and quick psql references.
Runbooks
Emergency drills & step-by-step operational triage procedures
Verify Your PostgreSQL Backup: The First Restore Drill
A successful backup job only proves a file was written. This runbook executes an end-to-end restore and data validation drill in an isolated staging environment.
PostgreSQL Replication Lag: Step-by-Step Bottleneck Diagnosis
When a replica falls behind, is the bottleneck in WAL generation, network transport, or replay contention? Pinpoint the exact layer with read-only triage queries.
Error Codes
Error codes, crisis symptoms & root-cause resolutions
PostgreSQL too many clients already: 6-Step Resolution
Three root causes of FATAL: sorry, too many clients already, single diagnostic query to identify the cause, and permanent mitigation via max_connections and PgBouncer.
PostgreSQL password authentication failed: Root Cause and Fix
Four root causes of psql password authentication failed: incorrect password, md5/SCRAM mismatch, pg_hba.conf rule ordering, and port/cluster confusion. Step-by-step triage.
PostgreSQL connection refused: 8-Step Definitive Triage
Difference between connection refused, timeout, and no pg_hba entry; triage for listen_addresses, port conflicts, firewalls, and Docker container mappings.
PostgreSQL duplicate key Error: Sequence Sync Fix
Root cause of duplicate key violations after restore or bulk migration, one-line setval repair, and an automated schema-wide PL/pgSQL DO block.
PostgreSQL conflict with recovery: hot_standby_feedback
Why replica queries get cancelled due to recovery conflicts, diagnosis via pg_stat_database_conflicts, and three mitigation strategies.
PostgreSQL remaining connection slots reserved Resolution
The relationship of reserved connection slots to max_connections, leveraging the superuser recovery window, and tracking down connection leaks.
PostgreSQL "database is being accessed by other users" Resolution
Safely terminating active sessions before DROP DATABASE, ALLOW_CONNECTIONS isolation, prepared transactions, and replication slot blockers.
PostgreSQL "could not resize shared memory segment" Resolution
The Docker /dev/shm 64MB default limit, parallel query shared memory exhaustion, proper work_mem calculation, and ordered remediation.
CheatSheets
Quick CLI, syntax reference cards & downloadable PDF posters
psql CLI Quick Reference
Connection parameters, meta commands (\d, \l, \du), .psqlrc template, COPY streaming, and real-time lock/activity triage queries.
PostgreSQL Security Hardening
pg_hba.conf hardening rules, SCRAM-SHA-256 password policies, SSL/TLS verify-full, pgaudit audit trails, public schema lockdown, and single-query security check scripts.
PostgreSQL Backup & Recovery
Logical backups with pg_dump/pg_dumpall, physical backups with pg_basebackup and pgBackRest, WAL archiving, and Point-in-Time Recovery (PITR) quick reference.
PostgreSQL Indexing & Query Optimization
B-Tree, BRIN, GIN, GiST index selection, EXPLAIN (ANALYZE, BUFFERS) node analysis, slow query triage via pg_stat_statements, and index bloat remediation.
Architectural Blueprints
End-to-end HA, DR, RAG & enterprise infrastructure designs
PostgreSQL + Patroni + etcd + HAProxy Enterprise High Availability
Distributed consensus-backed HA topology using etcd and Patroni to eliminate split-brain hazards and guarantee sub-15s automatic failover with HAProxy routing.
PostgreSQL pgvector HNSW: Production RAG Blueprint & Tuning Guide
Deploy and scale pgvector HNSW safely in production: maintenance_work_mem sizing, WAL throughput, Patroni replication, lock mitigation, hybrid search, and diagnostic queries.
Engineering Deep Dive
Engine internals, memory layout, kernel interaction & algorithms
PostgreSQL Shared Buffers & Linux Page Cache Interaction: The Hidden Layer of Memory Management
Comprehensive architectural guide on how PostgreSQL shared_buffers and Linux OS page cache interact, buffered I/O execution pipeline, double caching mechanics, cache hit ratio realities, and dual-layer tuning.
PostgreSQL WAL Architecture, Full Page Writes & Checkpoint Spreading Optimization
Technical guide on PostgreSQL WAL architecture, Full Page Writes (FPW), checkpoint spreading via checkpoint_completion_target, and high-write I/O spike mitigation.
PostgreSQL Autovacuum Tuning & XID Wraparound Prevention: Avoiding the 2 Billion Transaction Crisis
When PostgreSQL approaches the 2-billion transaction horizon, it forces an emergency shutdown to prevent data loss. This deep dive details how to proactively monitor and tune autovacuum to guarantee zero downtime.
Upcoming Modules Under Development for PostgreSQL
Our engineering team is actively authoring production guides across the following 8 domain modules.
Tuning & Parameters
Parameter templates & workload-specific fine-tuning guides
Metrics & Observability
Metric thresholds, Prometheus/Grafana dashboards & alerting formulas
SQL Scripts & Toolbox
Health checks, lock triage & diagnostic SQL scripts
Migrations & Upgrades
Major version upgrades, zero-downtime data migration & cross-engine cutovers
Security & Hardening
Hardening, CIS benchmarks, pgaudit, TDE & regulatory audits
Field Notes
Real-world production outages, incident analysis & post-mortems
Interactive Calculators
Hardware sizing tools, config generators & RPO/RTO calculators