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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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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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Dependency Scanning with OWASP Dependency-Check and Snyk: A 2025 Perspective
Securitysecuritydevops

Dependency Scanning with OWASP Dependency-Check and Snyk: A 2025 Perspective

In the evolving landscape of software development, dependency scanning has become crucial for maintaining secure applications. This post explores the use of OWASP Dependency-Check and Snyk, offering insights into their implementation, benefits, and challenges in 2025.

15 June 202610 min read
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Observability in 2026: Beyond Logs, Metrics, and Traces
DevOpsdevopsobservability

Observability in 2026: Beyond Logs, Metrics, and Traces

As we approach 2026, observability is evolving beyond traditional logs, metrics, and traces. This blog explores the future of observability, highlighting new tools, techniques, and best practices that are shaping the landscape for modern software systems.

15 June 202610 min read
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Vector Search: From Embeddings to Production Retrieval
AI Engineeringai-engineeringvector-search

Vector Search: From Embeddings to Production Retrieval

Explore the intricacies of vector search, a pivotal technology in modern AI systems. Learn how embeddings transform data retrieval, discover real-world applications, and understand the challenges and best practices for deploying vector search in production.

15 June 202612 min read
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How to Approach Performance Problems Systematically in Modern Software Systems
Problem Solvingperformancesystem-design

How to Approach Performance Problems Systematically in Modern Software Systems

Tackling performance issues in software systems requires a systematic approach. Learn how to diagnose, analyze, and resolve performance bottlenecks with real-world insights, best practices, and future trends in the context of 2025–2026.

15 June 202612 min read
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The 1% Improvement Rule: Kaizen for Software Engineers
Productivityproductivitysoftware-engineering

The 1% Improvement Rule: Kaizen for Software Engineers

Discover how the 1% Improvement Rule, inspired by Kaizen, can transform your software engineering practices. Learn practical strategies for incremental improvements, real-world applications, and how this approach can enhance productivity and system design.

15 June 202610 min read
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Mastering the CQRS Pattern with Kafka and Event Sourcing
Microservicesmicroserviceskafka

Mastering the CQRS Pattern with Kafka and Event Sourcing

Explore the intricacies of implementing the CQRS pattern with Kafka and event sourcing in modern microservices architectures. Learn about real-world applications, common pitfalls, and best practices to harness the full potential of these powerful design patterns.

14 June 202615 min read
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Function Calling in LLMs: Building Tool-Using AI Agents
AI Engineeringai-engineeringllms

Function Calling in LLMs: Building Tool-Using AI Agents

Explore the cutting-edge of AI engineering with function calling in large language models (LLMs). Learn how to build tool-using AI agents, understand their architecture, and discover best practices for integrating them into modern software systems.

14 June 202612 min read
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How to Stay Productive When Working on Legacy Code
Productivitylegacy-codeproductivity

How to Stay Productive When Working on Legacy Code

Navigating legacy code can be daunting, but with the right strategies, it becomes manageable. This post explores practical techniques for maintaining productivity, addressing common pitfalls, and leveraging modern tools to breathe new life into old systems.

14 June 202610 min read
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How to Set Up Security Scanning in Your CI/CD Pipeline
Securitysecuritydevops

How to Set Up Security Scanning in Your CI/CD Pipeline

In today's fast-paced software development landscape, integrating security scanning into your CI/CD pipeline is crucial. This guide explores practical steps, real-world examples, and best practices to ensure your applications remain secure without sacrificing agility.

14 June 202612 min read
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Eventual Consistency in Microservices: Managing User Expectations
Microservicesmicroservicessystem-design

Eventual Consistency in Microservices: Managing User Expectations

Explore the intricacies of eventual consistency in microservices, a crucial concept for modern distributed systems. Learn how to manage user expectations, navigate trade-offs, and implement best practices in a world where immediate consistency is not always feasible.

14 June 202612 min read
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Cloud-Native Monitoring with AWS CloudWatch: A Deep Dive for Modern Engineers
Cloudcloudaws

Cloud-Native Monitoring with AWS CloudWatch: A Deep Dive for Modern Engineers

Discover the intricacies of cloud-native monitoring with AWS CloudWatch. This post explores why it's crucial in 2025, dives into real-world use cases, and offers best practices for engineers building resilient systems.

13 June 202612 min read
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