InCoffee☕ And Code💚byThe Turtle Code·Nov 4Normalization vs. Denormalization Under Real Production WorkloadsA database can follow every normalization principle, enforce referential integrity, and use well-designed indexes — and still struggle to…
TK·Oct 4Escaping Snapshot Listener Hell: Optimizing Real-Time Chat PerformanceReal-time synchronization is the lifeblood of any modern chat application. However, if not architected carefully, the very tools that make…
TK·Sep 25Solving the N+1 Problem in Firestore: A Pragmatic Approach to DenormalizationIf you’ve ever built a messaging feature using a NoSQL database like Firebase Firestore, you’ve likely hit a wall that relational database…
aymane lambarki·Sep 12Normalization vs Denormalization Explained with an Orange FactoryLet’s say you run an orange factory , Orders come in every day, and someone has to write it all down :A response icon1A response icon1
Bharati Gogoi·Aug 6Why I Denormalized My Database on Purpose (And How I Keep It Consistent)When I started building the transaction feature for a Finance Management App, my first instinct was: “Why store a separate balance table in…
Manohari Jayachandran·Jul 31Database Interview Topics Part 4: Normalization, 1NF Through 3NF, and When to Break the RulesPart 1 of this series covered joins. Part 2 covered indexing. Part 3 covered stored procedures, views, and transactions. This closing part…
Bruk Gurmesa·Jul 29Real-Time CDC Stream Denormalization using Apache Beam Timely Stateful ProcessingReal-time data processing is critical for low-latency business decisions, such as detecting online transaction fraud. However, source…
Abrar Fahim·Jul 20সহজ ভাষায় বলতে গেলে, Normalization-এর মূল লক্ষ্য হলো Database-কে এমনভাবে সাজানো, যাতে একই তথ্য…ধরুন, একটি Student Management System-এ Student-এর নাম, Course-এর নাম, Teacher-এর নাম এবং Teacher-এর ফোন নম্বর সব একই টেবিলে রাখা হয়েছে।…
Brian levu·Jun 9How Does Medium Show 318 Comments Without Slowing Down?A system design deep dive from junior dev curiosity to senior engineer clarity
InCodeXbyAnn R.·Jun 5Denormalization for PHP Developers — When and How Without GuiltWhy the “writes get expensive” objection to denormalization is mostly wrong, with verified numbers and the data drift fix that works.A response icon1A response icon1
