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Engineering Blog

Technical deep dives into relational database architecture, SQL query optimization, schema design patterns, and engineering best practices for backend engineers.

5 min read

Understanding SQL Indexes: How They Work and When to Use Them

Learn how SQL database indexes work, including B-Tree and composite indexes. This guide covers when to use indexes, their performance impact on PostgreSQL and MySQL, and best practices for schema optimization.

SQLDatabase IndexingB-Tree
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6 min read

Database Normalization Explained: 1NF, 2NF, 3NF

Master database normalization from First Normal Form (1NF) through Third Normal Form (3NF). Learn how to reduce data redundancy, eliminate update anomalies, and design clean relational schemas.

Database DesignNormalization1NF
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6 min read

Optimizing SQL Queries: Best Practices for Performance

Speed up slow SQL queries with proven optimization techniques. Learn to use EXPLAIN plans, fix N+1 query problems, write sargable predicates, and avoid common performance pitfalls in PostgreSQL and MySQL.

SQL OptimizationDatabase PerformanceEXPLAIN
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5 min read

ACID Properties in Databases: Why Transaction Integrity Matters

Understand ACID properties — Atomicity, Consistency, Isolation, and Durability — and how they guarantee transaction integrity in PostgreSQL, MySQL, and SQL Server. Essential knowledge for backend engineers.

ACIDDatabase TransactionsAtomicity
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4 min read

Understanding B-Tree Indexes vs Hash Indexes in Databases

Compare B-Tree and Hash indexes side-by-side. Learn their data structures, time complexities, and when to use each index type in PostgreSQL and MySQL for optimal query performance.

B-TreeHash IndexDatabase Architecture
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6 min read

Common SQL Antipatterns and How to Avoid Them

Identify and fix common SQL antipatterns including Entity-Attribute-Value, comma-separated lists, and polymorphic associations. Learn how to refactor bad schema designs for better performance and maintainability.

SQL AntipatternsEAVPolymorphic Associations
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5 min read

The Role of Primary Keys and Foreign Keys in Relational Design

Learn how Primary Keys uniquely identify rows and Foreign Keys enforce referential integrity across tables. Covers surrogate vs natural keys, cascading actions, and why you should always index foreign keys.

Primary KeyForeign KeyReferential Integrity
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5 min read

Views vs Materialized Views: A Performance Comparison

Understand the key differences between standard SQL Views and Materialized Views. Learn when to use each for query abstraction, security, and read-heavy performance optimization in PostgreSQL.

Database ViewsMaterialized ViewsSQL Performance
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6 min read

Managing Deadlocks in Relational Databases

Learn what causes database deadlocks in concurrent transactions and how to prevent them. Covers consistent access ordering, short transaction patterns, isolation levels, and retry strategies for PostgreSQL and SQL Server.

Database DeadlocksConcurrencyTransaction Locking
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