Coding Resources

How To Restore a Deleted Branch In Azure DevOps

Deleted an Azure DevOps branch? Recovery is your responsibility. See how to restore branches and why a proper backup strategy is essential when failure strikes.

November 27, 2025

by Milosz Jesis

· 1,914 Views

Mastering Fluent Bit: Controlling Logs with Fluent Bit on Kubernetes (update to Part 4)

This intro to mastering Fluent Bit covers what Fluent Bit is, why you want to use it on Kubernetes, and how to get back control of your logs in minutes.

November 27, 2025

by Eric D. Schabell

CORE

· 3,616 Views · 2 Likes

AWS Airflow vs Step Functions: The Data Engineering Orchestration Dilemma

When you're building data pipelines in AWS, choosing between Managed Airflow and Step Functions isn't just a technical decision — it's a strategic one.

November 27, 2025

by Janani Annur Thiruvengadam

CORE

· 5,149 Views · 2 Likes

Automating FastAPI Deployments With a GitHub Actions Pipeline

In this post, you’ll learn how to automate FastAPI deployments with GitHub Actions so every push runs tests and triggers a clean, hands-off deployment.

November 27, 2025

by Durojaye Olusegun

· 5,059 Views · 5 Likes

How to Push Docker Images to AWS Elastic Container Repository Using GitHub Actions

Learn how to automate CI/CD with GitHub Actions to build, tag, and push Docker images to AWS ECR, simplifying deployments directly from your repo.

November 26, 2025

by Purnima Upadhyaya

· 4,899 Views

Top 5 Practices for Building Dockerized MCP Servers

Learn the best practices for building MCP Servers and use them to power your LLM-powered applications. Make sure your setup has isolation and is secure.

November 26, 2025

by Mahak Shah

· 6,145 Views

LLMOps Under the Hood: Docker Practices for Large Language Model Deployment

LLMs need GPUs, libraries, and stable setups, which makes them hard to run. Docker simplifies this by packaging everything into portable containers.

November 26, 2025

by Pragya Keshap

· 3,806 Views

Breaking the Chains of the GIL in Python 3.14

Python 3.14 officially makes the GIL optional. This deep dive explores the free-threaded architecture, performance trade-offs, and practical migration strategies.

November 25, 2025

by Nataraj Mocherla

· 3,336 Views

Revamping Real-Time Data Ingestion for Scalable Media Intelligence

AI-augmented microservices streaming architecture (Spring Boot, Kafka, Elasticsearch) to handle 8.64 million real-time media articles per day.

November 25, 2025

by Sindhukumar Rajakumaran

· 1,372 Views

Integrating Lakeflow Connect With PostgreSQL: A Developer’s Complete Hands-On Guide From the Field

Traditional ingestion required custom ETL jobs that were costly to scale and maintain for PostgreSQL. To eliminate that overhead, I wired Lakeflow Connect for PostgreSQL.

November 25, 2025

by Jyoti Kunal Shah

· 8,924 Views

How to Test POST Requests With REST Assured Java for API Testing: Part I

Test POST requests with REST Assured for API testing with this step-by-step guide for software test automation engineers, designed to build reliable API tests.

November 25, 2025

by Faisal Khatri

CORE

· 4,781 Views

Integrating Node.js Applications With MCP Servers

Learn how to integrate Node.js apps with Model Context Protocol (MCP) servers using the official @modelcontextprotocol/sdk and mcp-handler libraries.

November 25, 2025

by Surya Bhaskar Reddy Karri

· 3,728 Views · 6 Likes

Effective Strategies for AWS Cost Optimization

Proven tips and techniques for optimizing AWS costs, including monitoring usage, setting budgets, and leveraging cost-effective services

November 25, 2025

by Prabhakar Mishra

· 2,604 Views · 1 Like

Building a Retrieval-Augmented Generation (RAG) System in Java With Spring AI, Vertex AI, and BigQuery

Build a Java RAG application using Spring Boot, Vertex AI embeddings, BigQuery vector search, and a web UI for interactive PDF-based question answering.

November 24, 2025

by Mohammed Fazalullah Qudrath

· 7,191 Views · 8 Likes

Creating an MCP Client With Spring AI

This blog post outlines the creation of an MCP client using Spring AI, building upon a previously established MCP server.

November 24, 2025

by Gunter Rotsaert

CORE

· 4,832 Views · 2 Likes

Architectural Evidence in Enterprise Java: Making Domain-Driven Design Visible

Use CDI stereotypes + JMolecules annotations to make DDD architecture explicit, enforceable, and testable. This preserves design intent as your Java system evolves.

November 24, 2025

by Otavio Santana

CORE

· 6,367 Views · 4 Likes

Why the MITRE ATT&CK Framework Actually Works

ATT&CK makes detection engineering measurable by mapping real TTPs to your content, exposing visibility gaps attackers rely on to stay hidden.

November 21, 2025

by John Vester

CORE

· 2,425 Views · 1 Like

Advanced Usage of Decodable in Swift: Handling Dynamic Keys

Use DynamicKey to safely decode JSON with unpredictable keys — it avoids fragile if let chains and makes your decoding logic flexible and maintainable.

November 20, 2025

by Ada Kirsch

· 1,475 Views · 1 Like

How I Cut Kubernetes Debugging Time by 80% With One Bash Script

Built a bash script that analyzes Kubernetes clusters in 60 seconds, generating HTML/JSON/Markdown reports. Saved 70 minutes daily across 8 clusters.

November 20, 2025

by Shamsher Khan

CORE

· 5,712 Views · 4 Likes

Kubernetes CSI Drivers

What does a storage standard specification look like? Why do we need it, and which problem does it solve? How does it work in practice, and what impact can it have?

November 20, 2025

by Ramesh Sinha

· 3,288 Views · 2 Likes

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