8 articles in this category
Database normalization is a foundational concept, but applying it effectively across diverse workflows—from OLTP to analytics to event streaming—requi...
Data normalization is a critical preprocessing step that transforms raw data into a consistent, usable format. However, the choice of technique—whethe...
Every database starts clean — until someone adds a phone number field to the orders table because "it's faster for the report." That's the m...
Normalization is one of those topics every data architect thinks they understand—until they have to choose between 3NF, star schema, and data vault on...
Most data professionals learn normalization through textbook examples: a single customer table, a few orders, and a clear path to 3NF. Real-world sche...
Normalization is one of those preprocessing steps that teams often rush through—until it breaks a model. A pipeline that handles raw data gracefully c...
Introduction: The Schema as a Living, Breathing SystemWhen I first started designing databases two decades ago, I was taught the rigid rules of normal...
Introduction: The Normalization Dilemma in Real-World DevelopmentIn my practice at EpicHub, where we often architect systems for high-growth startups ...