Monitoring and Observability Resources for Engineers

Golden Paths for AI Workloads - Standardizing Deployment, Observability, and Trust

Golden Paths enable scalable AI by standardizing deployment, observability, drift detection, and governance as built-in platform defaults.

February 12, 2026

by Josephine Eskaline Joyce

CORE

· 1,751 Views · 2 Likes

Backing Up Azure Infrastructure with Python and Aztfexport

We treat code as a first-class citizen, but our actual cloud state often drifts. Here’s how to build a Python-based “Time Machine” for Azure.

February 12, 2026

by Dippu Kumar Singh

· 1,406 Views

Query-Aware Retrieval Routing for Analytics on AWS: When to Use Redshift, OpenSearch, Neptune, or Cache

Use a query router for LLM analytics — Redshift (KPIs), OpenSearch (definition), Neptune (lineage), and Cache (repeats) — to improve accuracy, latency, and costs.

February 10, 2026

by Anusha Kovi

CORE

· 974 Views · 1 Like

Building a Self-Healing Observability System with AWS Bedrock AgentCore

This article explains how to build a self-healing observability system with AWS Bedrock AgentCore using AI agents to analyze and remediate infrastructure issues.

February 9, 2026

by Lakshmi Narayana Rasalay

· 1,482 Views

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

· 1,349 Views · 1 Like

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

· 1,552 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

· 664 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

· 647 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

· 1,936 Views · 1 Like

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

· 1,070 Views

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

· 2,148 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

· 1,786 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

· 2,050 Views

An Introduction to the Four Pillars of Observability

The blog introduces you to the four pillars of observability, AWS and Azure cloud-native services, and ROI to help in architects and engineer's quest for system clarity.

January 27, 2026

by Akash Lomas

· 1,439 Views

Feature Flags and Safe Rollouts With Azure App Configuration for Large SPA Teams

Feature flags and safe rollouts with Azure App Configuration for large SPA teams, hands-on setup, core principles, TypeScript code for backend and frontend.

January 22, 2026

by Hanna Labushkina

· 1,678 Views

An Automated Inventory Pattern for Managing AWS EC2

Here is a practical automation pattern using Python, Boto3, and Pandas to visualize your AWS EC2 inventory without expensive SaaS tools.

January 21, 2026

by Dippu Kumar Singh

· 1,675 Views

A Step-by-Step Guide to AWS Lambda Durable Functions

Build long-running workflows by separating orchestration from execution, persisting state, and using events or callbacks to pause and resume without holding compute.

January 20, 2026

by Lakshmi Narayana Rasalay

· 3,300 Views

Self-Healing Infrastructure Automation Platform That Reduced MTTR by 40%

How we built a self-healing infrastructure automation platform, enabling faster recovery, lower on-call load, and reliability that scales with the system.

January 19, 2026

by Venkatesan Thirumalai

· 2,622 Views · 1 Like

Architecting Observability in Kubernetes with OpenTelemetry and Fluent Bit

Microservices solve scalability problems but introduce troubleshooting nightmares. Here is a practical architectural pattern to unify logs, metrics, and traces.

January 13, 2026

by Dippu Kumar Singh

· 5,416 Views · 1 Like

Supercharge AI Workflows on Azure: Remote MCP Tool Triggers + Your First TypeScript MCP Server

Remote MCP in Azure Functions exposes serverless tools for AI assistants, enabling scalable, cloud-native workflows with Azure services and bindings.

January 13, 2026

by Swapnil Nagar

· 2,066 Views · 1 Like

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