Monitoring and Observability Resources for Engineers

The Agent Protocol Stack: MCP vs. A2A vs. AG-UI

Three protocols are shaping how AI agents interact with tools, other agents, and users. Here's what each one does, how they fit together, and when to reach for which.

May 15, 2026

by Jubin Abhishek Soni

CORE

· 2,605 Views

AWS Kiro: The Agentic IDE That Makes Specs the Unit of Work

You describe a feature, and Kiro generates structured requirements.md, design.md, and tasks.md files first, then implements against them.

May 13, 2026

by Jubin Abhishek Soni

CORE

· 2,889 Views · 2 Likes

The Cost of Knowing: When Observability Becomes the Outage

Observability costs spiral when teams optimize for visibility, not cost. Fix it by making spend visible, sampling aggressively, and cutting low-value data.

May 13, 2026

by David Iyanu Jonathan

· 1,312 Views

Monitoring Spring Boot Applications with Prometheus and Grafana

Demonstrates how to expose Spring Boot metrics with Prometheus and build Grafana dashboards to track memory usage and error rates for production-grade Java services.

May 11, 2026

by Ramya vani Rayala

· 1,916 Views · 1 Like

The Serverless Illusion: When “Pay for What You Use” Becomes Expensive

Serverless isn’t inherently cheaper. Hidden costs add up, and at scale it’s often pricier than containers — best for sporadic, not steady workloads.

May 11, 2026

by David Iyanu Jonathan

· 2,276 Views · 1 Like

The Death of "Text-Only" ChatOps: Why Google's A2UI Matters for DevOps and SRE

Google’s A2UI lets AI agents send secure JSON blueprints that render native, interactive UIs, replacing ChatOps text walls with click-to-act ops workflows.

May 8, 2026

by Deneesh Narayanasamy

· 1,934 Views

Designing Self-Healing AI Infrastructure: The Role of Autonomous Recovery

Distributed AI systems fail faster than humans can respond, making traditional response insufficient. Self-healing systems use telemetry and automation to recover early.

May 7, 2026

by Sayali Patil

· 4,641 Views · 4 Likes

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

· 2,385 Views · 3 Likes

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 Abhishek Soni

CORE

· 3,266 Views

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 Abhishek Soni

CORE

· 2,181 Views

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 Abhishek Soni

CORE

· 1,980 Views

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

· 2,575 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

· 2,689 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

· 2,202 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

· 2,584 Views

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

· 4,778 Views · 2 Likes

Seeing the Whole System: Why OpenTelemetry Is Ending the Era of Fragmented Visibility

By a technology correspondent who has sat through enough war rooms to know that the data you need is almost always in a system nobody thought to connect.

April 16, 2026

by Igboanugo David Ugochukwu

CORE

· 4,384 Views

Building an AI-Powered SRE Incident Response Workflow With AWS Strands Agents

Learn how to automate CloudWatch alerts, Kubernetes remediation, and incident reporting using multi-agent AI workflows with the AWS Strands Agents SDK.

April 14, 2026

by Ayush Raj Jha

· 2,685 Views · 1 Like

AI in SRE: What's Actually Coming in 2026

A practical look at where AI genuinely helps SRE teams, and what “AI-powered operations” can realistically deliver in production.

April 13, 2026

by Ashly Joseph

· 4,188 Views · 1 Like

Tracking Dependencies Beyond the Build Stage

Many developers are familiar with dependency scanning at build time, but can we go further? And why is it worth doing so?

April 9, 2026

by Rumen Dimov

· 3,231 Views

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