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The Latest Monitoring and Observability Topics

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How to Monitor AI Models Without Drowning in Alerts
In this article, we will discuss monitoring AI models wisely. Prioritize actionable alerts so that real issues stand out instead of getting lost in the noise.
August 28, 2026
by Aditya Shrivastava
· 3,109 Views · 3 Likes
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Deliberate Decoupling: 6 Architectural Patterns From a Regulated WAS-to-AWS Migration
Six risk-driven patterns from a Fortune 50 insurer's first WebSphere-to-AWS migration — and why decoupling decided the outcome.
August 28, 2026
by Alka Nimje
· 2,805 Views · 4 Likes
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Member Spotlight: Shamsher Khan
We caught up with Shamser to talk about golden prompts, AI-assisted engineering, and how teams can build more consistent and governed AI workflows.
August 28, 2026
by Dominique Pugh
· 3,157 Views · 3 Likes
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How to Diagnose and Recover Stuck Temporal Workflows
Diagnose stuck Temporal workflows via event history, use LangGraph for triage, and recover safely with retry, reset, signal, or cancel.
August 27, 2026
by Akhil Madineni DZone Core CORE
· 2,994 Views · 4 Likes
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The 2026 Observability Audit: Separating Single Vendor Silos From Community Innovation
Learn how to evaluate open-source observability projects, compare vendor contributions, and identify healthy community-driven projects beyond marketing claims.
August 26, 2026
by Chris Ward DZone Core CORE
· 3,050 Views · 2 Likes
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Multi-Account AWS Architecture: Isolating PHI Workloads Without Slowing Down Engineering Teams
Multi-account AWS architecture enforces PHI workload isolation at the boundary level — making access control provable rather than arguable during security reviews.
August 24, 2026
by Garik H
· 2,344 Views · 1 Like
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Alert Fatigue as a System Design Problem: Engineering On-Call Reliability in Modern SRE Teams
Alert fatigue from excessive notifications exhausts on-call engineers, eroding SRE culture. True reliability requires resilient system design, not heroic human effort.
August 21, 2026
by Oreoluwa Omoike
· 1,867 Views · 1 Like
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Reliability Without Control: Operating SRE Practices in Platform–SaaS and API-Dependent Systems
Modern SRE shifts focus from component health to user experience, relying on accurate signals and human response to sustain reliability despite reduced control.
August 20, 2026
by Oreoluwa Omoike
· 1,847 Views · 3 Likes
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AWS Bedrock vs Vertex AI vs Azure Foundry: Stop Comparing Benchmarks, Start Asking This Instead
Compare AWS Bedrock, Google Vertex AI, and Azure AI Foundry to choose the right cloud for your AI workloads based on data, models, and governance.
August 20, 2026
by Balaji Venkatasubramaniyar DZone Core CORE
· 3,048 Views · 3 Likes
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Building Data Pipelines: Here's What Palantir Foundry Did That Surprised Me.
A senior data engineer's honest first impressions after a Palantir Foundry bootcamp: Five things to know before evaluating the platform.
August 18, 2026
by Sashank siwakoti
· 1,939 Views · 2 Likes
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LocalStack and Terraform: A Clean Local AWS Setup Guide
LocalStack mocks AWS services locally, while Terraform provisions them. Together, they let you test infrastructure code instantly, without cloud costs or internet.
August 13, 2026
by Ammar Ekbote
· 2,251 Views · 3 Likes
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Why AWS and Azure Handle Data Perimeter Differently
AWS and Azure handle identities and audit logging in fundamentally different ways, changing what you see in your security logs when someone tries to access your data.
August 13, 2026
by Suresh Gururajan
· 2,522 Views · 2 Likes
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Incident Management and the Rise of AI SRE Agents
A newer category, dedicated AI SRE agents, goes further: they actively query logs, metrics, and deploy history live during an incident.
August 11, 2026
by Vidyasagar (Sarath Chandra) Machupalli FBCS DZone Core CORE
· 2,926 Views · 3 Likes
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Structured Logging in Distributed Systems: What Most Teams Get Wrong and How to Fix It
Most teams log, but log badly: wrong severity levels, no trace IDs, inconsistent fields, and logs siloed from traces. Fix that, and incidents go from hours to minutes.
August 10, 2026
by Ashwini Dave
· 3,843 Views · 3 Likes
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Building an Async Validation API With AWS Bedrock Agents and Serverless Architecture
Build a serverless async API that uses AWS Bedrock Agents to validate business forms against 60+ rules in under 60 seconds, without blocking the user.
August 5, 2026
by Rohit Nagpal
· 2,006 Views · 1 Like
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Designing a Reliable Data Synchronization Layer: Idempotency, Ownership, and Observability
Four design decisions for a sync layer you can trust: single ownership, idempotent writes, cheap change detection, observability.
August 4, 2026
by Mike Beentjes
· 4,683 Views · 6 Likes
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No Observability Tool Is the “Best”
There's no single "best" monitoring tool — like cars or pizza, "best" depends on your specific needs, budget, and skills.
August 3, 2026
by Leon Adato
· 1,709 Views · 2 Likes
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Calling GCP From AWS Without Static Keys Using Open-Source MultiCloudJ
This guide demonstrates exchanging an AWS SigV4 Request for a GCP access token to enable secure, zero-trust communication between clouds using MultiCloudJ.
August 3, 2026
by Sandeep Pal
· 1,436 Views · 3 Likes
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Deploying a Spring Boot Microservice on AWS Fargate: Lessons From the Outage That Forced Me to Get It Right
Deploy a production-ready Spring Boot microservice on AWS Fargate with Docker, ECS, ALB health checks, private subnets, secrets, CI/CD, and autoscaling.
July 31, 2026
by Vishal Rameshchandra Shah
· 2,831 Views · 5 Likes
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SRE Best Practices for Production Alerting
Learn how to reduce alert noise, improve production monitoring, and create more effective alerts for large-scale distributed systems.
July 30, 2026
by Krishna Vinnakota
· 2,276 Views · 2 Likes
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