Testing, Deployment, and Maintenance Resources

Model Context Protocol Vs Agent2Agent: Practical Integration with Enterprise Data

MCP is production-ready for LLM-to-tool integration; A2A enables emerging multi-agent collaboration. They complement, not compete, and neither replaces Spark or Airflow.

February 9, 2026

by Ram Ghadiyaram

CORE

· 2,247 Views · 1 Like

The Real Cost of DevOps Backup Scripts

Backup scripts are one way to protect data, but are they the most secure backup solution? Let’s explore the potential alternatives.

February 6, 2026

by Milosz Jesis

· 770 Views

Hybrid Vector Graph with AI Agents for Software Test Case Creation

This article shows how multi-agent, vector-graph systems automate test creation, cutting manual effort while increasing coverage.

February 6, 2026

by Mohanakrishnan Hariharan

· 1,443 Views

ITSM Uncovered: How IT Teams Keep Businesses Running Smoothly

Modern ITSM is evolving from ticket-based incident handling into intelligent, automated resilience for cloud-native systems.

February 6, 2026

by Akshay Pratinav

· 1,911 Views · 1 Like

What Is DevOps Automation? A Beginner-Friendly Guide

DevOps automation automates CI/CD, infrastructure, and operations to reduce manual work, improve reliability, and help teams scale software delivery.

February 5, 2026

by Ankush Madaan

· 718 Views · 1 Like

Principles for Operating Large-Scale Global Production Systems with AI Innovation Across the Stack

AI speeds detection and remediation, protects error budgets, and boosts availability, linking reliability to user satisfaction at scale.

February 5, 2026

by Sayantan Ghosh

· 1,138 Views

UX Research in the Age of AI: From Validation to Anticipation

In the age of AI, UX Research must evolve from validation to proactive problem framing. Researchers who study trust, inclusion, and intent shape AI that works for people.

February 4, 2026

by Priyanka Kuvalekar

· 670 Views

Automating Lift-and-Shift Migration at Scale

Moving 100+ servers to the cloud manually is a recipe for disaster. Here is an architectural pattern for building an automated Migration Factory.

February 4, 2026

by Dippu Kumar Singh

· 956 Views

Building SRE Error Budgets for AI/ML Workloads: A Practical Framework

ML systems decay gradually instead of breaking suddenly, so we need error budgets for model accuracy, data freshness, and fairness — not just uptime.

February 3, 2026

by Varun Kumar Reddy Gajjala

· 2,359 Views · 1 Like

Selenium Test Automation Challenges: Common Pain Points and How to Solve Them

Selenium adoption is easy; scaling is hard. Use explicit waits, Page Object Model, and stable locators. Treat test infrastructure as a real engineering investment.

February 2, 2026

by Oliver Howard

· 1,642 Views · 2 Likes

From Test Automation to Autonomous Quality: Designing AI Agents for Data Validation at Scale

Autonomous quality uses AI agents to detect subtle data behavior shifts early, scaling trust beyond what traditional test automation can achieve.

February 2, 2026

by Sandip Gami

· 3,154 Views · 3 Likes

Mastering Fluent Bit: Developer Guide to Routing to Prometheus (Part 13)

This intro to mastering Fluent Bit covers the first pattern for developers routing telemetry pipeline metrics to Prometheus, with hands-on examples.

February 2, 2026

by Eric D. Schabell

CORE

· 1,357 Views

Testcontainers Explained: Bringing Real Services to Your Test Suite

Testcontainers enables realistic integration testing with broad language support while balancing fidelity, performance, and nuanced adoption strategies.

January 30, 2026

by Ammar Husain

CORE

· 1,897 Views · 2 Likes

Automating TDD: Using AI to Generate Edge-Case Unit Tests

This article demonstrates a "Threat-Model-First" workflow where we use AI not just to write code, but to aggressively attack our logic before we implement it.

January 30, 2026

by Nikita Kothari

· 2,577 Views

5 Technical Strategies for Scaling SaaS Applications

In this article, I want to take a closer look at the pitfalls of popular SaaS scaling strategies, drawing on my own experience, and share the lessons learned.

January 29, 2026

by Mykhailo Kopyl

· 2,180 Views · 1 Like

Cognitive Load-Aware DevOps: Improving SRE Reliability

SRE reliability depends on human cognition as much as infrastructure. Reducing cognitive load is key to resilient systems.

January 29, 2026

by Oreoluwa Omoike

· 2,781 Views

Automating AWS Glue Infra and Code Reviews With RAG and Amazon Bedrock

Automate AWS Glue reviews with infra-first RAG governance, enforcing enterprise standards, reducing manual work, and shifting checks left.

January 29, 2026

by pooja chhabra

· 2,195 Views

Why Terraform Pipeline Failures Still Take 30 Minutes — and How We Cut Them to 2

AI system cuts Terraform pipeline failure resolution from 30 minutes to two with automated analysis and human-approved fixes.

January 29, 2026

by Shamsher Khan

CORE

· 2,237 Views

2 Hidden Bottlenecks in Large-Scale Azure Migrations

Moving a massive on-premise system to the cloud isn't just about copying VMs. Here is how to overcome the two hidden performance killers.

January 28, 2026

by Dippu Kumar Singh

· 2,412 Views

AI-Powered DevSecOps: Automating Security with Machine Learning Tools

AI-driven development is outpacing security teams. This piece examines where AI-powered security actually help, where they fail, and how teams can use them responsibly.

January 28, 2026

by Igboanugo David Ugochukwu

CORE

· 2,506 Views · 1 Like

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