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DZone Monitoring and Observability Zone

Recent posts in Monitoring and Observability on DZone.com

Cutting Telemetry Volume Is Not the Same as Cutting Noise

Almost every conversation about observability budgets I have been in ultimately arrives at the same conclusion: “we need to reduce our telemetry vo...
Posted on 8 September 2026 | 10:08 pm

What Actually Makes AI Infrastructure Agents More Reliable (It's Not More Agents)

I keep seeing the same pattern. Someone builds an "AI agent" for infrastructure monitoring — it answers questions about Prometheus me...
Posted on 8 September 2026 | 4:00 pm

Why Ping-Based Uptime Checks Are Failing Modern SaaS Architectures

In the early days of the web, monitoring availability was simple: a server either responded to a ping, or it didn't. HTTP checks tightened that up ...
Posted on 31 August 2026 | 4:00 pm

How to Monitor AI Models Without Drowning in Alerts

When putting their model into production, every team or organization encounters the same issue. Failures go unnoticed for days at first because the...
Posted on 28 August 2026 | 7:00 pm

Deliberate Decoupling: 6 Architectural Patterns From a Regulated WAS-to-AWS Migration

Key Takeaways In regulated industries, cloud migration success is determined less by technology selection and more by how deliberately you decoup...
Posted on 28 August 2026 | 4:00 pm

Member Spotlight: Shamsher Khan

There’s always more to our contributors than what you see in their author profiles. For our latest Member Spotlight, I sat down with Shamsher Khan ...
Posted on 28 August 2026 | 1:30 pm

How to Diagnose and Recover Stuck Temporal Workflows

A Temporal Workflow that appears stuck is rarely “stuck” in the conventional process sense. Temporal persists Workflow state through Event History ...
Posted on 27 August 2026 | 5:00 pm

The 2026 Observability Audit: Separating Single Vendor Silos From Community Innovation

Open source projects dominated by a single vendor are a hallmark of "open source in name only." Rather than filling the traditional role of open so...
Posted on 26 August 2026 | 12:00 pm

Multi-Account AWS Architecture: Isolating PHI Workloads Without Slowing Down Engineering Teams

Most engineering teams working on healthtech applications reach a point where someone asks a question that sounds simple but isn't: How do we make ...
Posted on 24 August 2026 | 7:00 pm

Alert Fatigue as a System Design Problem: Engineering On-Call Reliability in Modern SRE Teams

Once upon a time, site reliability engineering rested on a linear assumption: monitor more, detect early, and you’ll recover faster. The rise of al...
Posted on 21 August 2026 | 1:00 pm

Reliability Without Control: Operating SRE Practices in Platform–SaaS and API-Dependent Systems

Originally, back-end and front-end Site Reliability Engineering (SRE) were owned by teams. They code the programs, set up databases and infrastruct...
Posted on 20 August 2026 | 7:00 pm

AWS Bedrock vs Vertex AI vs Azure Foundry: Stop Comparing Benchmarks, Start Asking This Instead

Every few weeks, someone on my team, or in a client meeting, asks me the same question: "Which cloud should we use for our AI workloads?" I have be...
Posted on 20 August 2026 | 3:00 pm

Building Data Pipelines: Here's What Palantir Foundry Did That Surprised Me.

Senior data engineers are trained to be skeptical of proprietary platforms. When I entered a Palantir Foundry training bootcamp, I expected to find...
Posted on 18 August 2026 | 3:00 pm

LocalStack and Terraform: A Clean Local AWS Setup Guide

Running AWS resources locally is a game-changer for engineering velocity, cost optimization, and developer autonomy. Traditionally, testing cloud i...
Posted on 13 August 2026 | 5:00 pm

Why AWS and Azure Handle Data Perimeter Differently

AWS can send audit logs to an attacker’s account unless denials are enforced at the network layer, while Azure doesn’t log network-block requests a...
Posted on 13 August 2026 | 1:00 pm

Incident Management and the Rise of AI SRE Agents

Over the past year, I've been rebuilding parts of an incident response stack for a client, and the biggest surprise wasn't the AI features themselv...
Posted on 11 August 2026 | 2:00 pm

Structured Logging in Distributed Systems: What Most Teams Get Wrong and How to Fix It

Logging is one of the oldest practices in software engineering, yet in distributed systems it remains one of the most poorly implemented. Most team...
Posted on 10 August 2026 | 5:00 pm

Building an Async Validation API With AWS Bedrock Agents and Serverless Architecture

As a data engineer, I’ve noticed business teams submitting intake forms, compliance documents, and project proposals that a tech team then manually...
Posted on 5 August 2026 | 12:00 pm

Designing a Reliable Data Synchronization Layer: Idempotency, Ownership, and Observability

In a lot of organizations, the real integration platform is a person. Someone exports orders from the ERP every morning and pastes them into the pl...
Posted on 4 August 2026 | 7:00 pm

No Observability Tool Is the “Best”

Recently, I made a comment about the idea of there being a “best” monitoring tool: In fact, let’s get this out in the open: There simply isn’t a ...
Posted on 3 August 2026 | 7:00 pm