Every JOIN multiplies query complexity. Learn the three JOIN strategies databases use and when denormalization beats JOIN performance by 30x.
Posts for: #System-Design
Indexing Strategies That Actually Work
More indexes don’t mean faster queries. Learn when to add, remove, and optimize database indexes. Real examples of 7x performance gains through strategic indexing.
Virtual Nodes: The Three-Layer Pattern of Consistent Hashing
Understand virtual nodes in consistent hashing through a simple three-layer model that decouples data distribution from server topology in distributed systems.
The Query Optimization Framework
Stop guessing at performance problems. Learn the 5-step systematic framework for debugging slow queries that helped reduce query times from 2+ seconds to 30ms.