Cloud Architecture Resources

How Reactive Scaling Drains Your Cloud Budget Without Warning

Reactive auto-scaling wastes cloud budgets on idle servers. Learn to replace it with a predictive C# and ML.NET engine that forecasts latency and scales proactively.

May 6, 2026

by Rodrigo Martinez Pinto

· 2,454 Views · 2 Likes

Engineering LLMOps: Building Robust CI/CD Pipelines for LLM Applications on Google Cloud

Master LLMOps on GCP by automating prompt evaluation, model deployment, and monitoring with Cloud Build and Vertex AI for robust AI apps.

May 5, 2026

by Jubin Soni, FBCS

CORE

· 2,469 Views · 1 Like

Modernization Is Not Migration

CI/CD-driven modernization of data platforms, improving release speed, observability, and reliability through automation, parallelization, and job-level telemetry.

May 5, 2026

by vaibhav Sharma

· 2,279 Views · 1 Like

How We Diagnosed a Hidden Scheduler Failure in a Docker Swarm Cluster Serving 2 Million Users

A real production incident in a Docker Swarm cluster — how a routine service update triggered a silent scheduler failure, and how we uncovered it.

May 5, 2026

by Denis Tiumentsev

· 2,435 Views · 4 Likes

Mastering Kubernetes to Maximize Your Cloud Potential

Understanding Kubernetes architecture through seven critical layers: storage, compute, networking, observability, security, dev tools, and CI/CD.

May 4, 2026

by Jaswinder Kumar

· 2,267 Views · 3 Likes

Cost Is an SLI: Why Your System Is “Healthy” but Burning Cash

Runaway cloud spend hides in healthy systems — driven by poor cost visibility, idle resources, and scaling inefficiencies. Fix it with cost-per-request metrics.

May 4, 2026

by David Iyanu Jonathan

· 2,126 Views · 1 Like

End-to-End Event Streaming With Kafka, Spring Boot and AWS SQS/SNS (Production-Ready Code Guide)

Kafka streams it, SNS fans it out, and SQS decouples it — three platforms, one resilient event pipeline wired together with Spring Boot.

April 30, 2026

by Mallikharjuna Manepalli

· 3,145 Views · 4 Likes

AI Agents for DevOps on Kubernetes Need Real Engineering, Not Magic

Kubernetes incident triage: OpenTelemetry → Kafka → CrewAI → RBAC scale. DORA 2024: 75% AI use, 39% low trust. AI correlates, humans approve changes.

April 30, 2026

by Abdul Majid Qureshi

· 2,803 Views · 1 Like

5 Ways Azure AI Search Enhances Enterprise RAG Architectures

Azure AI Search enhances RAG through hybrid search, semantic reranking, and enterprise-grade security for scalable production AI apps.

April 30, 2026

by Jubin Soni, FBCS

CORE

· 4,246 Views · 1 Like

What AWS Kiro Matters for Agentic Development

AWS Kiro is a high-speed communication fabric for AI agents, enabling sub-millisecond coordination and persistent memory management.

April 29, 2026

by Jubin Soni, FBCS

CORE

· 2,669 Views · 1 Like

The Bill You Didn't See Coming

Egress — not compute — drives surprise cloud costs. Fix it by designing for data locality, using compression/caching wisely, and actively monitoring data flows.

April 28, 2026

by David Iyanu Jonathan

· 3,562 Views · 2 Likes

Java Backend Development in the Era of Kubernetes and Docker

Containerization with Docker and orchestration through Kubernetes enables Java backends to be deployed, scaled, managed efficiently in modern cloud-native environments.

April 28, 2026

by Ramya vani Rayala

· 5,052 Views · 6 Likes

Java in a Container: Efficient Development and Deployment With Docker

Docker containers make Java apps portable and consistent across environments, development, and deployment, and improve s scalability and streamline CI/CD.

April 28, 2026

by Ramya vani Rayala

· 3,282 Views · 3 Likes

Architecting Autonomous Agents: A Deep Dive into Azure AI Foundry Agent Service

Build enterprise-ready AI agents using Azure AI Foundry Agent Service with integrated tools, state management, and robust security.

April 27, 2026

by Jubin Soni, FBCS

CORE

· 2,352 Views · 1 Like

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

· 2,882 Views

Advanced Middleware Architecture For Secure, Auditable, and Reliable Data Exchange Across Systems

A secure, high-performance middleware using JWT, async messaging, and cryptographic auditing enables reliable, scalable, and fully traceable data exchange across systems.

April 23, 2026

by Abhijit Roy

· 2,960 Views

Coding Agents Need a Feedback Loop; Cloud-Native Systems Make That Hard

The utility of coding agents compounds with the quality of their feedback loop. In cloud-native systems, closing that loop involves solving two problems.

April 23, 2026

by Arjun Iyer

· 2,621 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

· 2,618 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

· 3,125 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

· 10,764 Views · 9 Likes

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