Testing, Deployment, and Maintenance Resources

AWS vs GCP Security: Best Practices for Protecting Infrastructure, Data, and Networks

A practical guide to securing AWS and GCP using IAM, encryption, network controls, and continuous monitoring to help improve resilience on the cloud.

April 24, 2026

by Kadir Arslan

· 2,717 Views

Why AI-Assisted Development Is Raising the Value of E2E Testing

AI-assisted coding increases change velocity and regression risk. That makes stronger E2E coverage for critical flows more important.

April 23, 2026

by Satyam Nikhra

· 2,695 Views · 2 Likes

Gemini + Veo: A Deep Dive into Google’s High-Fidelity Video Generation Pipeline

A deep dive into Google's video generation stack, combining Gemini's reasoning with Veo's cinematic 1080p video production pipeline.

April 23, 2026

by Jubin Soni, FBCS

CORE

· 2,440 Views

Advantages of Independent Testing in Comparison with Traditional QA Methods

Traditional QA brings risks like bias, poor scalability, and inconsistency. Independent QA reduces them with objective testing, expertise, and efficient methods.

April 23, 2026

by Pavel Novik

· 2,108 Views

The LLM Selection War Story: Part 1 - Why Your Model Selection Process is Fundamentally Broken

Benchmark scores predicted our LLM would succeed. It failed spectacularly. Here's why 92% vs 89% means nothing and what metrics actually matter in production.

April 23, 2026

by Dinesh Elumalai

CORE

· 3,054 Views

Observability on the Edge With OTel and FluentBit

Master edge observability with OTel and Fluent Bit, leveraging tail sampling, persistent queues, and footprint optimization.

April 23, 2026

by Graziano Casto

CORE

· 2,991 Views

CI/CD Integration: Running Playwright on GitHub Actions: The Definitive Automation Blueprint

Learn how to automate Playwright tests on GitHub Actions for faster, more reliable CI/CD pipelines and consistent test execution.

April 23, 2026

by Priti Gaikwad

· 2,389 Views

The Pod Prometheus Never Saw: Kubernetes' Sampling Blind Spot

Prometheus sampling gaps are irreducible — reducing the scrape interval just moves the threshold. The Kubernetes watch API eliminates it entirely.

April 23, 2026

by Shamsher Khan

CORE

· 2,406 Views · 1 Like

Revolutionizing Scaled Agile Frameworks with AI, MuleSoft, and AWS: An Insider’s Perspective

AI + MuleSoft + AWS enhance SAFe with automated insights, better integration, and smarter DevOps—guided by human judgment.

April 22, 2026

by Abhijit Roy

· 2,857 Views

The Rollback Problem: Implementing Transactional Boundaries in Agentic Loops

Learn how to leverage the Saga pattern, sandboxes, and idempotent tooling to define transactional boundaries and prevent failure loops in AI agents.

April 22, 2026

by Sidhesh Badrinarayan

· 2,204 Views

The Invisible OOMKill: Why Your Java Pod Keeps Restarting in Kubernetes

A Kubernetes pod may restart due to an OOMKill when the Java process exceeds the container’s memory limit. JVM memory tuning and correct resource limits prevent crashes.

April 22, 2026

by Ramya vani Rayala

· 9,384 Views · 9 Likes

AWS Bedrock: The Future of Enterprise AI

Amazon Bedrock simplifies enterprise AI with multi-model access, built-in security, RAG, and scalable, no-infrastructure deployment.

April 21, 2026

by Subrahmanyam Katta

· 5,107 Views · 2 Likes

Demystifying Intelligent Integration: AI and ML in Hybrid Clouds

AI and ML are transforming hybrid clouds with edge intelligence, federated learning, and explainable, scalable integration.

April 21, 2026

by Abhijit Roy

· 3,475 Views

SPACE Framework in the AI Era: Why Developer Productivity Metrics Need a Rethink Right Now

AI coding tools boost commit metrics, but hide deeper issues. Learn how the SPACE framework reveals real developer productivity beyond traditional DevOps metrics.

April 21, 2026

by Sreejith Velappan

· 3,232 Views

The DevOps Security Paradox: Why Faster Delivery Often Creates More Risk

DevOps speeds delivery and risk. Without built-in security, vulnerabilities reach production fast — DevSecOps embeds automated security into the pipeline.

April 21, 2026

by Jaswinder Kumar

· 3,638 Views · 2 Likes

Building Cost-Aware Product Roadmaps Using Real-Time Data from Distributed Logistics Systems

Dynamic, cost-aware product roadmaps use real-time logistics data, predictive analytics, and alerts to optimize profitability and adapt quickly.

April 21, 2026

by Srikrishna Jayaram

· 2,106 Views

Quality Assurance in AI-Driven Business Evolution

QA is evolving for AI-driven business, focusing on data quality, model validation, and risk management to ensure reliable, trustworthy, well-governed systems.

April 20, 2026

by Parimal Kumar

· 3,972 Views

Why Embedding Pipelines Break at Scale and How Lakehouse Architecture Fixes Them

Use Apache Iceberg to store embeddings as versioned datasets and treat the vector database as a derived retrieval index.

April 20, 2026

by Vivek Venkatesan

· 2,518 Views

Context Lakes: The Infrastructure Layer AI Agents Need That Doesn't Exist Yet

No composition of feature stores, vector DBs, and stream processors can guarantee Decision Coherence. Here's the correctness gap in multi-agent systems.

April 17, 2026

by Angela Zhao

· 2,742 Views

Velocity Is Not Enough: Rethinking Risk in Agile Software Development

Feature burndown doesn’t guarantee stability. Agile teams must actively manage risk every sprint to avoid accelerating hidden liability.

April 17, 2026

by Shreya Sridhar

· 2,815 Views · 3 Likes

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