Monitoring and Observability Resources for Engineers

Developer Journey: Debug Complex Systems With Zero Context

Facing a critical bug in unfamiliar code? Leverage documentation, automation, tests, observability, dependency fakes, policies, and AI to debug efficiently.

October 6, 2025

by Shibashis Mishra

· 2,368 Views · 3 Likes

Caching Mechanisms Using Spring Boot With Redis or AWS ElastiCache

From database bottlenecks to lightning-fast APIs, improve your app’s performance by implementing caching in Spring Boot with Redis and ElastiCache for microservices.

September 30, 2025

by Damodhara Reddy Palavali

· 7,907 Views · 3 Likes

Creating Real-Time Dashboards Using AWS OpenSearch, EventBridge, and WebSockets

Build real-time, serverless dashboards by streaming events with EventBridge, OpenSearch, WebSockets, eliminating polling and delivering instant updates at scale.

September 30, 2025

by Bharath Kumar Reddy Janumpally

· 5,012 Views · 1 Like

AI Risks in Product

We explore why product professionals risk sleepwalking into strategic irrelevance by over-trusting AI, relying on flawed metrics, and losing direct customer insight.

September 30, 2025

by Stefan Wolpers

CORE

· 2,469 Views · 1 Like

AWS Glue Crawlers: Common Pitfalls, Schema Challenges, and Best Practices

Learn key challenges and best practices for using AWS Glue crawlers, from handling CSV schema issues to schema evolution, partitions, and ETL jobs.

September 25, 2025

by Saradha Nagarajan

· 4,111 Views

Is Anyone There? Listening to Your Users Through Conversational AI Observability

Your AI chatbot is failing in ways traditional analytics can't see. This leaves you, the Product Manager, guessing what to fix based on vague user complaints.

September 25, 2025

by Harikrishnan Ramadass

· 1,835 Views

Shipping Responsible AI Without Slowing Down

Add robustness, monitoring, alignment, and systemic safety into the normal delivery pipeline using plain-language objectives and policy-as-code SLOs.

September 24, 2025

by Sarvenaz Ranjbar

· 1,942 Views · 4 Likes

Mastering Fluent Bit: Top 3 Telemetry Pipeline Output Plugins for Developers (Part 7)

This intro to mastering Fluent Bit covers handy tips and tricks for speeding up the inner development loop using output plugins in telemetry pipelines.

September 23, 2025

by Eric D. Schabell

CORE

· 1,633 Views · 4 Likes

Stop Reactive Network Troubleshooting: Monitor These 5 Metrics to Prevent Downtime

The difference between reactive and proactive monitoring comes down to tracking the right network metrics and catching issues before they impact users.

September 22, 2025

by Sascha Neumeier

· 3,053 Views · 2 Likes

Azure IOT Cloud-to-Device Communication Methods

Learning and choosing the correct cloud-to-device communication method to send a message to the device using the Azure IoT Hub to build an effective IoT system.

September 22, 2025

by Anup Rao

· 3,020 Views

Distributed Cloud-Based Dynamic Configuration Management

This article is about creating dynamic configurations and efficiently reloading them with a cache to avoid charges for excessive calls.

September 19, 2025

by Alankrit Kharbanda

· 3,282 Views · 1 Like

LLMs for Debugging Code

Learn how LLMs can analyze code, assist in debugging workflows, and where their current limitations open space for future innovation.

September 18, 2025

by Surya Teja Appini

· 4,618 Views · 3 Likes

Blueprint for Agentic AI: Azure AI Foundry, AutoGen, and Beyond

Azure AI Foundry and AutoGen enable scalable, collaborative AI agents that automate complex tasks with minimal human effort.

September 18, 2025

by Anand Singh

· 4,081 Views · 1 Like

Learn how to set up AWS Budget notifications with SNS using AWS CDK in TypeScript, including gotchas around IAM and KMS policies.

September 17, 2025

by Jeroen Reijn

CORE

· 2,796 Views · 2 Likes

Building a Platform Abstraction for EKS Cluster Using Crossplane

Build Crossplane abstractions that let your devs request EKS clusters without writing infrastructure code. Create XRD and composition to hide details.

September 17, 2025

by Ramesh Sinha

· 4,067 Views · 2 Likes

Mastering Fluent Bit: Top 3 Telemetry Pipeline Input Plugins for Developers (Part 6)

This intro to mastering Fluent Bit covers handy tips and tricks for speeding up the inner development loop when integrating telemetry pipelines.

September 17, 2025

by Eric D. Schabell

CORE

· 2,094 Views · 3 Likes

How to Migrate from Java 8 to Java 17+ Using Amazon Q Developer

Learn how Amazon Q developer is speeding up application modernization and other benefits it offers to enterprises and developers

September 16, 2025

by Prabhakar Mishra

· 3,791 Views · 1 Like

Multi-Agent (Multi-Function) Orchestration With AWS Step Functions

Learn about multi-agent (multi-function) orchestration with AWS step functions, which helps to orchestrate the different functionalities to work as a task.

September 16, 2025

by Prabhakar Mishra

· 2,927 Views

Demystifying Kubernetes on AWS: A Comparative Analysis of Deployment Options

AWS offers six distinct Kubernetes deployment options. Your choice should align with your operational preferences, existing investments, and expertise.

September 12, 2025

by Aruun Kumar

· 2,915 Views · 2 Likes

Optimizing Cost and Carbon Footprint With Smart Scaling on AWS: Part 2

Move beyond queue-length-based scaling and use custom metrics for granular control and build smart triggers for scaling.

September 11, 2025

by Varun Dixit

· 2,480 Views · 2 Likes

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