Coding Resources

Integrating AI-Enhanced Microservices in SAFe 5.0 Framework

Explore how AI serves as a lean portfolio ally to enhance value stream performance, reduce noise, and automate tasks.

January 14, 2026

by Abhijit Roy

· 1,834 Views · 2 Likes

What Actually Breaks When LLM Agents Hit Production — And How Amazon's Agent Core Fixes It

The future of LLM agents is not better reasoning — it's better engineering. This article explains why and how structured engineering turns agents into reliable systems.

January 14, 2026

by Haymang Ahuja

· 1,326 Views · 1 Like

Unit Testing SQL Queries Across Multiple Database Platforms

A practical guide with SQL Testing Library and type-safe contracts using Pydantic models that validate types, constraints.

January 14, 2026

by Gurmeet Saran

· 8,841 Views · 3 Likes

How to Secure a Spring AI MCP Server with an API Key via Spring Security

Discover how to protect your Spring AI MCP server with an API key, including clear instructions, sample code, and recommended security practices.

January 14, 2026

by Horatiu Dan

CORE

· 4,164 Views · 7 Likes

Architecting Observability in Kubernetes with OpenTelemetry and Fluent Bit

Microservices solve scalability problems but introduce troubleshooting nightmares. Here is a practical architectural pattern to unify logs, metrics, and traces.

January 13, 2026

by Dippu Kumar Singh

· 5,879 Views · 1 Like

Optimizing Financial Data Pipelines: Accelerating OneStream-to-Snowflake Exports by 85%

A case study on optimizing financial data pipelines by refactoring legacy SQL batch inserts into a "Stage and Copy" architecture.

January 13, 2026

by Sridhar Mannava

· 1,208 Views · 3 Likes

MCP Servers Are Everywhere, but Most Are Collecting Dust: Key Lessons We Learned to Avoid That

Teams rushing to build MCP servers are discovering that enthusiasm doesn’t translate into usefulness. This article unpacks why and how to make your MCP server valuable.

January 13, 2026

by Thomas Johnson

CORE

· 2,808 Views · 4 Likes

Supercharge AI Workflows on Azure: Remote MCP Tool Triggers + Your First TypeScript MCP Server

Remote MCP in Azure Functions exposes serverless tools for AI assistants, enabling scalable, cloud-native workflows with Azure services and bindings.

January 13, 2026

by Swapnil Nagar

· 2,208 Views · 1 Like

Kotlin Code Style: Best Practices for Former Java Developers

Many Kotlin projects mirror Java thinking—code that works but lacks Kotlin’s true strengths of conciseness, expressiveness, and safety, creating “Java with a Kotlin accent.”

January 12, 2026

by Konstantin Glumov

· 3,309 Views · 3 Likes

Why PostgreSQL Vacuum Matters More Than You Think

Learn how dead tuples slow queries, when to use autovacuum or manual Vacuum, and how tuning improves large or high traffic tables.

January 12, 2026

by arvind toorpu

CORE

· 2,614 Views · 3 Likes

Serverless Spark Isn't Always the Answer: A Case Study

Processing 500M+ records with 100 concurrent users under a 5-minute SLA demands smart architecture. We evaluate seven compute models and why hybrid approaches often win.

January 12, 2026

by Janani Annur Thiruvengadam

CORE

· 1,732 Views · 1 Like

The Rise of Diskless Kafka: Rethinking Brokers, Storage, and the Kafka Protocol

Diskless Kafka stores all event data in object storage without using brokers for scalable and cost-efficient data streaming architectures.

January 9, 2026

by Kai Wähner

CORE

· 1,918 Views · 2 Likes

Beyond Extensions: Architectural Deep-Dives into File Upload Security

Secure uploads by using whitelisted extensions, verifying "Magic Bytes," and storing files with randomized names in a non-executable sandbox.

January 9, 2026

by Akanksha Pathak

CORE

· 1,907 Views · 1 Like

How to Build and Deploy an AI Agent on Kubernetes With AWS Bedrock, FastAPI and Helm

Learn how to build, containerize, and deploy a lightweight, cloud-native AI agent on Amazon EKS using FastAPI, AWS Bedrock, Docker, and Helm.

January 9, 2026

by Chandrasekhar Rao Katru

· 3,756 Views · 6 Likes

Multi-Region Apache Kafka using Synchronous Replication for Disaster Recovery With Zero Data Loss (RPO=0)

Kafka isn’t one-size-fits-all. Choose between self-managed, serverless, or BYOC deployments. New RPO=0 options now enable zero data loss for real-time applications.

January 9, 2026

by Kai Wähner

CORE

· 1,695 Views · 2 Likes

Speak Their Language: How Communication Profiling Prevents Agile Delivery Breakdowns

This article introduces a practical framework for diagnosing and stabilizing delivery by treating communication as system infrastructure.

January 8, 2026

by Ella Mitkin

· 2,718 Views · 3 Likes

Enterprise Kubernetes Failures: 20 Critical Misconfigurations Guardon Catches Before Outages

Kubernetes Misconfigurations Are Costing Enterprises Millions — Guardon Fixes More Than Just the “Top 20” YAML Mistakes.

January 8, 2026

by Sajal Nigam

· 2,317 Views · 2 Likes

Building a Containerized Quarkus API and a CI/CD Pipeline on AWS EKS/Fargate with CDK

This project demonstrates a production-ready approach to deploying a containerized Quarkus API on AWS EKS/Fargate, leveraging Infrastructure as Code through the AWS CDK.

January 8, 2026

by Nicolas Duminil

CORE

· 2,451 Views · 1 Like

Implementing Idempotency in Distributed Spring Boot Applications Using MySQL

Implementing idempotency in distributed Spring Boot applications using MySQL row-level locking and transactions to handle concurrent requests safely.

January 7, 2026

by Balakumaran Sugumar

· 5,840 Views · 7 Likes

How to Send .NET Crash Dumps to Slack From an ECS Fargate Task

Get .NET crash dumps from AWS ECS Fargate automatically: leverage Amazon EFS, Amazon S3, AWS DataSync, and AWS Lambda to make debugging easier for your dev team.

January 7, 2026

by Alexander Sharov

· 1,890 Views · 2 Likes

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