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Engineering Insights

Practical articles on Java, microservices, system design, AI engineering, and the future of software development. No fluff — only production-tested insights.

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Database Observability: Query Performance Monitoring in the Modern Era
Databasesdatabasesobservability

Database Observability: Query Performance Monitoring in the Modern Era

In today's data-driven world, database observability and query performance monitoring are crucial for maintaining efficient systems. This post explores why these practices matter now, delves into real-world use cases, and offers best practices for engineers navigating the complexities of modern databases.

26 June 202610 min read
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PostgreSQL Connection Management Best Practices for Modern Applications
Databasespostgresqldatabases

PostgreSQL Connection Management Best Practices for Modern Applications

Efficient PostgreSQL connection management is crucial for building scalable and reliable applications. This post explores best practices, common pitfalls, and real-world strategies for managing database connections in 2025–2026.

25 June 202612 min read
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Vector Databases: PostgreSQL pgvector vs Pinecone vs Weaviate
Databasesdatabasesvector-databases

Vector Databases: PostgreSQL pgvector vs Pinecone vs Weaviate

As AI and machine learning continue to evolve, vector databases have become crucial for handling high-dimensional data. This post explores the strengths and weaknesses of PostgreSQL pgvector, Pinecone, and Weaviate, offering insights into their real-world applications and best practices for 2025 and beyond.

20 June 202612 min read
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Database Normalization vs Denormalization Trade-offs in Practice
Databasesdatabasessystem-design

Database Normalization vs Denormalization Trade-offs in Practice

Explore the practical trade-offs between database normalization and denormalization in modern software systems. Understand when to use each approach, common pitfalls, and how these decisions impact system design and performance in 2025–2026.

19 June 202612 min read
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Database Security: Encryption, Auditing, and Access Control in Modern Systems
Databasesdatabasessecurity

Database Security: Encryption, Auditing, and Access Control in Modern Systems

In today's digital landscape, database security is paramount. This post delves into encryption, auditing, and access control, offering insights and best practices for engineers building secure systems in 2025 and beyond.

17 June 202612 min read
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DynamoDB Design Patterns: Single-Table Design in Practice
Databasesdynamodbdatabases

DynamoDB Design Patterns: Single-Table Design in Practice

Explore the intricacies of single-table design in DynamoDB, a powerful approach for optimizing performance and scalability. Learn how to implement this design pattern effectively, understand its trade-offs, and discover real-world use cases and best practices.

16 June 202612 min read
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Choosing the Right Database for Microservices: A 2025 Perspective
Databasesdatabasesmicroservices

Choosing the Right Database for Microservices: A 2025 Perspective

Selecting the right database for microservices is crucial in 2025, as the landscape of cloud-native applications evolves. This post explores key considerations, real-world examples, and best practices to guide your decision-making process.

12 June 202610 min read
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