Testing, Deployment, and Maintenance Resources

Top Load Balancing Algorithms: Choosing the Right Strategy

Use static algorithms for simple apps, dynamic for real-time needs. Choose based on app behavior. Combine methods for optimal load balancing.

July 7, 2025

by Yakaiah Bommishetti

· 3,096 Views · 5 Likes

Deploy Serverless Lambdas Confidently Using Canary

Improve AWS Lambda reliability with canary deployments, gradually release updates, minimize risk, catch bugs early, and deploy faster with confidence.

July 7, 2025

by Prajwal Nayak

· 2,371 Views · 3 Likes

Stop Building Monolithic AI Brains, Build a Specialist Team Instead

I created a team of specialist agents to handle different parts of a complex task. It's basically microservices for AI, making our app smarter, easier to update and more.

July 7, 2025

by Christina Lin

CORE

· 3,750 Views · 9 Likes

Orchestrating Edge Computing with Kubernetes: Architectures, Challenges, and Emerging Solutions

Learn about orchestrating edge computing with Kubernetes, its architectural frameworks, operational challenges, and state-of-the-art solutions.

July 7, 2025

by Venkatesan Thirumalai

· 3,294 Views · 4 Likes

Event Storming Workshops: A Closer Look at Different Approaches

Event Storming is a collaborative technique for uncovering domain complexity and aligning understanding, using various workshop types.

July 4, 2025

by Sebastian Malaca

· 1,978 Views · 2 Likes

The Evolution of Software Integration: How MCP Is Reshaping AI Development Beyond Traditional APIs

MCP adds a dynamic layer over traditional APIs, enabling AI agents to access tools, context, and real-time data for smarter, more adaptive behavior.

July 4, 2025

by Chetan Yeddula

· 4,467 Views · 8 Likes

How We Broke the Monolith (and Kept Our Sanity): Lessons From Moving to Microservices

Moving from a monolith to microservices is messy but worth it — expect surprises, invest in automation, and focus on team culture as much as code.

July 3, 2025

by Shushyam Malige Sharanappa

· 3,656 Views · 4 Likes

Why Traditional CI/CD Falls Short for Cloud Infrastructure

CI/CD works great for stateless apps–but infra isn’t stateless. It’s live, interconnected, and hard to roll back when things go sideways.

July 3, 2025

by Aharon Twizer

· 4,663 Views · 2 Likes

Stabilizing ETL Pipelines With Airflow, Presto, and Metadata Contracts

Silent data drift broke our metrics, errors, just lies. We fixed it with schema contracts, validation, lineage, and loud failures. Now, trust is engineered.

July 2, 2025

by BEVERLY DSOUZA

· 2,253 Views · 2 Likes

Deploying LLMs Across Hybrid Cloud-Fog Topologies Using Progressive Model Pruning

Deploying LLMs at the edge is hard due to size and resource limits. This guide explores how progressive model pruning enables scalable hybrid cloud–fog inference.

July 2, 2025

by Sam Prakash Bheri

· 2,212 Views · 1 Like

Microservice Madness: Debunking Myths and Exposing Pitfalls

The belief that "microservices eliminate dependencies" has probably caused more harm to our industry than the 2008 financial crisis did to finance!

July 2, 2025

by Thomas Hansen

CORE

· 2,763 Views · 7 Likes

Docker Model Runner: A Game Changer in Local AI Development (C# Developer Perspective)

Explore how C# developers can use Docker Model Runner to run AI models locally, reduce setup time, and integrate OpenAI-compatible APIs into their apps.

July 2, 2025

by Naga Santhosh Reddy Vootukuri

CORE

· 4,747 Views · 3 Likes

Docker Model Runner: Running AI Models Locally Made Simple

Docker Model Runner: run AI models locally with zero setup. Pull from Docker Hub, chat via CLI or API. OpenAI-compatible. Beta.

July 1, 2025

by Suleiman Dibirov

CORE

· 3,758 Views · 2 Likes

DevOps Remediation Architecture for Azure CDN From Edgio

The article explains how organizations particularly implement the migration from the retiring Azure CDN from Edgio to Azure Front Door.

June 30, 2025

by Karthik Bojja

· 2,333 Views · 3 Likes

Maximizing Productivity: GitHub Copilot With Custom Instructions in VS Code

Integrate GitHub Copilot in VS Code to provide custom instructions for improving productivity in the software development process.

June 30, 2025

by Udaya Veeramreddygari

· 7,755 Views · 3 Likes

Transform Settlement Process Using AWS Data Pipeline

Modern AWS data pipelines automate ETL for settlement files using S3, Glue, Lambda, and Step Functions, transforming data from raw to curated with full orchestration.

June 30, 2025

by Prabhakar Mishra

· 1,820 Views · 2 Likes

The Untold Costs of Automation: Are We Sacrificing Security for Speed?

Automation boosts efficiency but can create security risks. Breaches like MOVEit show why oversight and audits are essential to prevent costly failures.

June 27, 2025

by Rasheed Afolabi

· 1,823 Views

A Beginner’s Guide to Playwright: End-to-End Testing Made Easy

Learn Playwright for reliable, cross-browser E2E testing. Modern, fast, and developer-friendly with TypeScript support, smart selectors, and parallel runs.

June 27, 2025

by Rama Mallika Kadali

· 3,394 Views · 3 Likes

Containerizing AI: Hands-On Guide to Deploying ML Models With Docker and Kubernetes

Containerize your ML model with Docker and deploy it on AWS EKS using Kubernetes in this hands-on guide. Learn to build, serve, and scale your models with ease.

June 27, 2025

by Bhanu Sekhar Guttikonda

· 4,397 Views · 6 Likes

Advanced Argo Rollouts With Datadog Metrics for Progressive Delivery

The article defines and explores how progressive delivery in Kubernetes environments can be enhanced using Argo Rollouts in combination with Datadog metrics.

June 27, 2025

by Karthik Bojja

· 3,711 Views · 2 Likes

The Latest Testing, Deployment, and Maintenance Topics