Testing, Deployment, and Maintenance Resources

Development of System Configuration Management: Building the CLI and API

This article covers advanced development of our custom SCM, focusing on CLI and API design, command execution, and YAML configuration templating.

August 28, 2025

by Georgii Kashintsev

· 2,498 Views · 5 Likes

How Healthy Is Your Data in the Age of AI? An In-Depth Checklist to Assess Data Accuracy, Governance, and AI Readiness

This guide provides a complete checklist to assess, monitor, and improve data quality for AI success, ensuring accuracy, compliance, and long-term reliability.

August 28, 2025

by Sukanya Konatam

· 2,528 Views · 2 Likes

Implementing Scalable IoT Architectures on Azure

Microsoft’s Azure IoT platform has emerged as a leading choice, powering innovative solutions across industries — from manufacturing floors to smart buildings.

August 27, 2025

by Bhimraj Ghadge

· 3,167 Views · 4 Likes

Development of System Configuration Management: Working With Secrets, IaC, and Deserializing Data in Go

This article covers migrating to a new Go-based SCM. It evolved from basic to supporting IaC, secret management, and more, becoming a flexible infrastructure tool.

August 27, 2025

by Georgii Kashintsev

· 2,339 Views · 5 Likes

Optimizing Docker Container Logging: Strategies for Scalability and Performance

Let's explore the significance of various logging types and their impact on selecting optimal solutions for scalable containerized applications.

August 27, 2025

by Muthukumar Kubendran

· 3,100 Views · 2 Likes

Seamless Storage: Configuring Kubernetes PVC for Windows Shared Folders With SMB

Step-by-step guide to connect Kubernetes PVCs to Windows shared folders using SMB. Use csi-driver-smb to integrate legacy storage with scalable container apps.

August 27, 2025

by Thiago Loureiro

· 2,754 Views · 2 Likes

Data Splits in Machine Learning: Training, Validation, and Test Sets

Proper data splitting in machine learning prevents leakage, reduces overfitting, and ensures reliable model performance for real-world deployment.

August 27, 2025

by Kacper Michalik

· 4,274 Views · 1 Like

Benchmarking Storage Performance (Latency, Throughput) Using Python

Benchmarking AWS S3 with Python reveals latency and throughput differences across storage classes, helping you balance speed, cost, and reliability.

August 26, 2025

by Arjun Mullick

· 6,077 Views · 1 Like

A Comparative Analysis of GitHub Copilot and Copilot Agent: Architectures, Capabilities, and Impact in Software Development

Explore how GitHub Copilot and Copilot Agent enhance software development—from smart code completion to autonomous project-wide refactoring and testing.

August 26, 2025

by Devdas Gupta

· 14,512 Views · 6 Likes

Zero-Latency Data Analytics for Modern PostgreSQL Applications

Learn in this article how to set up Amazon RDS for PostgreSQL zero-ETL integration with Amazon Redshift for near-real-time analytics using the AWS CLI.

August 26, 2025

by Harpreet Kaur Chawla

· 2,695 Views · 2 Likes

The Benefits of AI Micromanagement

Feeding AI relevant, structured context turns generic advice into targeted, high-impact solutions. See in this article how context quality shapes results.

August 26, 2025

by Stefan Wolpers

CORE

· 1,903 Views · 4 Likes

Pulumi: Modern Infrastructure as Code With Real Programming Languages

Pulumi is an Infrastructure as Code platform that lets developers and teams create, deploy, and manage cloud resources using familiar programming languages.

August 26, 2025

by Vidyasagar (Sarath Chandra) Machupalli FBCS

CORE

· 3,429 Views · 5 Likes

Debugging Distributed ML Systems

My ML model misclassified groceries as entertainment. Distributed tracing with OpenTelemetry and Jaeger helped me quickly find a caching bug causing it.

August 25, 2025

by Ramya Boorugula

· 1,635 Views

The Ephemeral Cloud: A New Blueprint for Infrastructure Efficiency With Crossplane and kube-green

Use Crossplane and kube-green to replace wasteful, always-on cloud environments with on-demand, ephemeral ones, dramatically cutting costs and environmental impact.

August 25, 2025

by Graziano Casto

CORE

· 1,734 Views · 1 Like

Orchestrating Complex Workflows With XState

Using XState to orchestrate backend workflows with serverless and container-based approaches and drawing performance comparisons.

August 25, 2025

by Abhiram Kandiraju

· 4,280 Views · 2 Likes

A Deep Dive into Behavior-Driven Development

Behavior-Driven Development (BDD) bridges the gap between technical and non-technical stakeholders by using plain-language scenarios to define and test software behavior.

August 22, 2025

by Srinidhi Goud Myadaboyina

· 3,392 Views · 6 Likes

Python Async/Sync: Advanced Blocking Detection and Best Practices (Part 2)

Master detecting hidden blocking sync code in Python async applications using timing wrappers, debug mode, profilers, and custom decorators for optimal performance.

August 22, 2025

by Prithviraj Kumar Dasari

· 4,521 Views · 5 Likes

How to Create Ansible Users and Add Passwords

The Ansible user module manages Linux and UNIX accounts declaratively, handling creation, updates, passwords, and groups.

August 22, 2025

by Mariusz Michalowski

· 2,643 Views · 3 Likes

Securing Cloud Applications: Best Practices for Developers

Securing cloud applications requires IAM, encryption, API security, monitoring, DevSecOps, Zero Trust, compliance, and proactive threat detection.

August 21, 2025

by Bhanuprakash Madupati

· 53,714 Views · 9 Likes

AI-Powered Root Cause Analysis: Introducing the Incident Investigator

Resolve cloud incidents faster with the AI Incident Investigator — an agent that finds the root cause of production issues and explains them in plain English.

August 21, 2025

by Marija Naumovska

CORE

· 2,875 Views · 3 Likes

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