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Expert Database Knowledge

Database Insights

Expert insights on database management, performance optimization, and reliability engineering from industry professionals

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All Articles(72)Database Performance(40)MySQL(25)PostgreSQL(12)Database Engineering(31)Database SRE(24)Cloud Databases(20)Analytics & OLAP(9)NoSQL Databases(30)Database Architecture(18)High Availability(8)

Performance Articles

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Showing 12 of 72 articles

MongoDB Indexing: A Complete Guide to Faster Queries
NoSQL Databases

MongoDB Indexing: A Complete Guide to Faster Queries

MongoDB's indexing system supports single-field, compound, multikey, text, geospatial, and partial indexes. Choosing the right index type and key order determines whether your queries use microseconds or seconds.

11/16/2023
11 min
4
MongoDB
NoSQL
Read
PgBouncer vs Odyssey vs pgcat: Choosing a PostgreSQL Connection Pooler
Database Performance

PgBouncer vs Odyssey vs pgcat: Choosing a PostgreSQL Connection Pooler

A detailed comparison of PgBouncer, Odyssey, and pgcat for PostgreSQL connection pooling — architecture differences, threading models, pool modes, TLS support, and decision criteria for each workload type.

9/19/2023
12 min
4
PostgreSQL
Performance
Read
Elasticsearch vs Typesense vs Meilisearch: Search Engine Comparison
Database Architecture

Elasticsearch vs Typesense vs Meilisearch: Search Engine Comparison

Compare Elasticsearch, Typesense, and Meilisearch — relevance, speed, operational complexity, and when to use each

9/14/2023
11 min
3
Indexing
Open Source
Read
Database Connection Pool Sizing: The Formula, the Variables, and the Common Mistakes
Database Performance

Database Connection Pool Sizing: The Formula, the Variables, and the Common Mistakes

How to size your database connection pool correctly — the HikariCP formula, the variables that determine optimal pool size, and the mistakes that cause connection exhaustion or underutilization.

8/7/2023
9 min
2
Performance
Scaling
Read
Demystifying MySQL EXPLAIN FORMAT=TREE: Read Query Plans Like a DBA
Database Performance

Demystifying MySQL EXPLAIN FORMAT=TREE: Read Query Plans Like a DBA

MySQL 8.0 introduced EXPLAIN FORMAT=TREE — a hierarchical, human-readable query plan format that reveals join order, access methods, and cost estimates in a way that the traditional tabular EXPLAIN cannot.

7/27/2023
9 min
2
MySQL
Performance
Read
StarRocks Explained: The Complete Guide to Real-Time Analytics
Analytics & OLAP

StarRocks Explained: The Complete Guide to Real-Time Analytics

Accelerate analytics with StarRocks MPP database. Learn vectorized execution, CBO optimizer, materialized views, and real-time data ingestion for sub-second query performance.

7/18/2023
5 min
10K
StarRocks
Analytics
Read
pg_stat_statements: Query Performance Analysis in PostgreSQL
Database Performance

pg_stat_statements: Query Performance Analysis in PostgreSQL

How to use pg_stat_statements to identify slow queries, analyze execution stats, and optimize PostgreSQL performance

7/5/2023
12 min
5
PostgreSQL
Performance
Read
Improving Query Performance with Multi-Valued Indexes in MySQL 8.0
Database Performance

Improving Query Performance with Multi-Valued Indexes in MySQL 8.0

MySQL 8.0 introduced multi-valued indexes — allowing you to index individual elements of a JSON array so queries using MEMBER OF or JSON_OVERLAPS can use an index.

6/30/2023
8 min
3
MySQL
Indexing
Read
MongoDB Aggregation Pipeline: Advanced Patterns and Performance
NoSQL Databases

MongoDB Aggregation Pipeline: Advanced Patterns and Performance

Master MongoDB aggregation pipeline stages — $lookup, $group, $facet, explain plans, and index optimization

6/20/2023
12 min
3
MongoDB
NoSQL
Read
PostgreSQL Wait Events: Understanding What Slows Your Database
Database Performance

PostgreSQL Wait Events: Understanding What Slows Your Database

Decode PostgreSQL wait events to diagnose lock contention, I/O bottlenecks, and CPU pressure in production

6/13/2023
11 min
2
PostgreSQL
Performance
Read
UUIDs as Primary Keys: How We Destroyed Database Performance
Database Engineering

UUIDs as Primary Keys: How We Destroyed Database Performance

UUIDs as primary keys can destroy database performance. Learn why 50M rows went from 0.5ms to 2.3ms inserts, and how to fix it with hybrid approaches.

6/6/2023
10 min
161
Performance
Indexing
Read
Query Plan Regression: Detecting and Fixing Bad PostgreSQL Plans
Database Performance

Query Plan Regression: Detecting and Fixing Bad PostgreSQL Plans

Detect query plan regressions in PostgreSQL using auto_explain, pg_hint_plan, and plan baseline management

5/30/2023
12 min
2
PostgreSQL
Performance
Read
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