DevOps and CI/CD Resources

Beyond Caching: Content Delivery Networks

How CDNs boost speed, security, and scalability. A guide for software engineers, professionals, and architects exploring modern web delivery.

April 27, 2026

by Ammar Husain

CORE

· 2,025 Views

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 Abhishek Soni

CORE

· 2,354 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

· 2,268 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

· 2,268 Views · 1 Like

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

· 6,261 Views · 6 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

· 4,914 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

· 3,383 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

· 3,024 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

· 3,533 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

· 2,016 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

· 2,348 Views

SBOM in Practice: Embedding Compliance Into the Software Delivery Lifecycle

Software Bill of Materials (SBOMs) are no longer optional — embedding them in the SDLC creates real security, compliance, and operational advantage.

April 16, 2026

by Vineet Bhatkoti

· 2,845 Views

When Kubernetes Breaks Session Consistency: Using Cosmos DB and Redis Together

Cosmos DB stores durable state; Redis acts as a coordination layer, enabling predictable, stateless scaling without sticky sessions, strong consistency, or high costs.

April 15, 2026

by Vikas Mittal

· 2,606 Views

Architecting the Future of Research: A Technical Deep-Dive into NotebookLM and Gemini Integration

Explore how NotebookLM and Gemini 1.5 Pro revolutionize research through source grounding, long context windows, and content pipelines.

April 15, 2026

by Jubin Abhishek Soni

CORE

· 2,706 Views

The Platform or the Pile: How GitOps and Developer Platforms Are Settling the Infrastructure Debt Reckoning

By a technology correspondent who has spent the better part of a decade watching engineering teams drown in YAML they wrote themselves.

April 15, 2026

by Igboanugo David Ugochukwu

CORE

· 3,326 Views

Runtime FinOps: Making Cloud Cost Observable

Treat cloud cost as a real-time system metric tied to deployments. With tagging, CI/CD estimates, and alerts to service owners, teams can catch spend spikes early.

April 15, 2026

by David Iyanu Jonathan

· 2,844 Views

AI-Driven DevOps for SaaS: From Reactive to Predictive Pipelines

LLMs automate risk analysis, config generation, and incident response boosting speed, reliability, and developer efficiency.

April 15, 2026

by Suresh Kurapati

· 2,786 Views

NeMo Agent Toolkit With Docker Model Runner

Agent observability is often missing in the rush to build AI agents. NeMo adds observability to AI agents, helping trace, evaluate, and debug multi-agent workflows.

April 15, 2026

by Siri Varma Vegiraju

CORE

· 2,687 Views

Faster Releases With DevOps: Java Microservices and Angular UI in CI/CD

Jenkins automates build, containerizes, and deploys to AWS on every Git commit across Java microservices and Angular apps.

April 14, 2026

by Kavitha Thiyagarajan

· 2,739 Views

How I Fixed a Silent Production Bug in Apache Airflow That Affected Thousands of Deployments

Pool names in Airflow can contain any characters, but the metrics system can't handle them. I traced the root cause and got a backwards-compatible fix and merged it.

April 14, 2026

by Pradeep Kalluri

· 2,600 Views

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