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Oracle Exadata to PostgreSQL 18 Migration: An Airline Operations Case Study from the MinervaDB Data Migration Team

This is the MinervaDB Data Migration Team's write-up of an Oracle Exadata to PostgreSQL 18 migration for an airline operations platform: crew scheduling, flight status, aircraft rotation and the reporting that hangs off them. The [...]

pgvector on RDS deployment patterns: coupled, sidecar and split architectures with HNSW memory sizing

pgvector on RDS: What CTOs Should Know Before Building AI Features on Their OLTP Database

pgvector on RDS is the fastest path to shipping an AI feature, and it is also one of the quickest ways to turn a healthy transactional database into a latency incident. Both statements are true [...]

PostgreSQL 18 vacuum tuning diagram showing the autovacuum decision pipeline, new PostgreSQL 18 parameters and per-table policy tiers

Your Engineers Shouldn’t Be Doing PostgreSQL 18 Vacuum Tuning at Midnight

PostgreSQL 18 vacuum tuning is a design activity that belongs in a change review, next to your schema migrations and your capacity model. In most engineering organisations it is still handled somewhere else entirely: at [...]

Redis 8.8 cache tier cutting time to result for distributed PostgreSQL query performance in SaaS platforms - hourglass on calendar symbolizing query latency and TTL-based caching

How Redis 8.8 Improves Distributed PostgreSQL Query Performance in SaaS Platforms

Redis 8.8 improves distributed PostgreSQL query performance in SaaS platforms: kvobj memory savings, INCREX rate limiting, hot-key telemetry and a measured cache-aside design.

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PostgreSQL 18 Performance Internals: Optimizer and Indexing Advancements

PostgreSQL 18 performance internals deep dive: async I/O, B-tree skip scan, self-join elimination and planner rewrites — verified with real EXPLAIN output on 18.4.

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PostgreSQL Support diagram of the query lifecycle from parse to execute with planner inputs, pg_stat_statements instrumentation and a wait event triage table

Optimizing SQLs in PostgreSQL 18.4: 12 Proven Techniques for Peak Performance

A practical field manual for optimizing SQLs in PostgreSQL 18.4: EXPLAIN with buffers, B-tree skip scans, asynchronous I/O, statistics, join tuning, six animated diagrams and seven premium diagnostic scripts.

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Troubleshooting PostgreSQL Streaming Replication Lag in Production

PostgreSQL replication lag troubleshooting: measure send, flush and replay lag via pg_stat_replication, isolate the bottleneck stage, and fix it.

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Detecting and Fixing PostgreSQL Index Bloat with REINDEX CONCURRENTLY

PostgreSQL index bloat: measure it with pgstattuple, understand why B-trees inflate, and rebuild online with REINDEX CONCURRENTLY without downtime.

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PostgreSQL lock contention featured image for the MinervaDB pg_locks deep dive, showing a three-step blocking chain

Resolving PostgreSQL Lock Contention: A pg_locks Deep Dive

PostgreSQL lock contention resolved: read pg_locks correctly, trace blocking chains, fix deadlocks, and design DDL that never queues production.

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PostgreSQL Wait Event Analysis: Finding Bottlenecks with pg_stat_activity

PostgreSQL wait events explained: sample pg_stat_activity, interpret Lock, LWLock, IO and Client waits, and turn wait profiles into targeted fixes.

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* Everything changes over time – Our blogs/posts and comments changes over time, That’s how it should be! Whatever we comment from MinervaDB Inc. Teams (including Shiv Iyer) and other stakeholders or guest bloggers posted here are never permanent, These things worked for us. But, there is no guarantee they will work for you too, When using the recommendations from ChistaDATA or MinervaDB or MinervaSQL or any other online resources / Google, You must test the advice before applying them to your production systems, and always invest for a robust Database DR solution, Thank you for understanding.

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PostgreSQL Performance

Oracle Exadata to PostgreSQL 18 Migration: An Airline Operations Case Study from the MinervaDB Data Migration Team

pgvector on RDS: What CTOs Should Know Before Building AI Features on Their OLTP Database

Your Engineers Shouldn’t Be Doing PostgreSQL 18 Vacuum Tuning at Midnight

How Redis 8.8 Improves Distributed PostgreSQL Query Performance in SaaS Platforms

PostgreSQL 18 Performance Internals: Optimizer and Indexing Advancements

Optimizing SQLs in PostgreSQL 18.4: 12 Proven Techniques for Peak Performance

Troubleshooting PostgreSQL Streaming Replication Lag in Production

Detecting and Fixing PostgreSQL Index Bloat with REINDEX CONCURRENTLY

Resolving PostgreSQL Lock Contention: A pg_locks Deep Dive

PostgreSQL Wait Event Analysis: Finding Bottlenecks with pg_stat_activity