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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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Spring Boot Docker: From Dockerfile to Production Container
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Spring Boot Docker: From Dockerfile to Production Container

Discover how to effectively containerize Spring Boot applications using Docker, from crafting a Dockerfile to deploying production-ready containers. Learn best practices, common pitfalls, and real-world insights for 2025 and beyond.

9 May 202612 min read
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Java CompletableFuture Patterns for Real-World Async Code
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Java CompletableFuture Patterns for Real-World Async Code

Discover how Java's CompletableFuture can transform your asynchronous programming with real-world patterns and insights. Learn best practices, common pitfalls, and how to leverage these patterns in modern system designs.

9 May 202612 min read
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Spring Boot Validation: Bean Validation Beyond @NotNull
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Spring Boot Validation: Bean Validation Beyond @NotNull

Explore the depths of Spring Boot validation, moving beyond the basic @NotNull annotation. Discover advanced techniques, real-world applications, and best practices for building robust systems in 2025 and beyond.

8 May 202612 min read
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Java Serialization: Why It's Broken and What to Use Instead
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Java Serialization: Why It's Broken and What to Use Instead

Java Serialization has long been a staple in Java development, but its flaws have become increasingly apparent. In this post, we explore why serialization is broken, alternatives to consider, and how these choices impact modern system design.

8 May 202612 min read
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Spring Boot Rate Limiting: Protecting Your APIs
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Spring Boot Rate Limiting: Protecting Your APIs

In today's API-driven world, protecting your services from abuse is crucial. Spring Boot offers robust rate limiting solutions to safeguard your APIs. This post explores why rate limiting matters, how to implement it effectively, and the trade-offs involved.

8 May 202612 min read
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Java Collections Deep Dive: Choosing the Right Data Structure
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Java Collections Deep Dive: Choosing the Right Data Structure

In the evolving landscape of software development, selecting the right Java collection can make or break your application's performance. This deep dive explores the nuances of Java collections, offering insights into real-world applications, common pitfalls, and future trends.

8 May 202612 min read
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Spring Boot Async Processing: @Async and ThreadPoolTaskExecutor
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Spring Boot Async Processing: @Async and ThreadPoolTaskExecutor

Discover how Spring Boot's @Async and ThreadPoolTaskExecutor can revolutionize your application's performance. Learn about real-world use cases, best practices, and common pitfalls to avoid in this comprehensive guide for experienced engineers.

8 May 202612 min read
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Mastering Java Annotation Processing: Building Custom Annotations for Modern Applications
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Mastering Java Annotation Processing: Building Custom Annotations for Modern Applications

Dive into the world of Java annotation processing to build custom annotations that enhance code readability and maintainability. Learn why this skill is crucial in 2025, explore real-world use cases, and discover best practices for implementation.

7 May 202615 min read
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Spring Boot Event-Driven Design: ApplicationEvents and Domain Events
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Spring Boot Event-Driven Design: ApplicationEvents and Domain Events

Explore the power of event-driven design in Spring Boot applications using ApplicationEvents and Domain Events. Learn how to implement these patterns effectively, understand their benefits and challenges, and see real-world use cases that can transform your system architecture.

7 May 202612 min read
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Java String Handling: Performance Pitfalls and Common Mistakes
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Java String Handling: Performance Pitfalls and Common Mistakes

Explore the intricacies of Java string handling, uncovering performance pitfalls and common mistakes that can impact your applications. Learn best practices and real-world insights to optimize your code in the evolving landscape of 2025–2026.

7 May 202612 min read
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Spring Boot Pagination and Sorting: Best Practices for Modern Applications
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Spring Boot Pagination and Sorting: Best Practices for Modern Applications

Discover the best practices for implementing pagination and sorting in Spring Boot applications. Learn how to optimize performance, avoid common pitfalls, and design scalable systems in the context of 2025–2026 software development trends.

7 May 202612 min read
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MapStruct vs ModelMapper: DTO Mapping in Spring Boot
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MapStruct vs ModelMapper: DTO Mapping in Spring Boot

Discover the nuances of DTO mapping in Spring Boot with MapStruct and ModelMapper. This post delves into their differences, real-world applications, and best practices, helping you make informed decisions for your microservices architecture.

7 May 202612 min read
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