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DZone Performance Zone

Recent posts in Performance on DZone.com

The Architect's Guide to Logging

Every developer and architect thinks they understand logging until they’re staring at a production issue at 3:00 a.m. Realizing that their logs lac...
Posted on 26 December 2025 | 2:00 pm

Implementing Automated Validation and Anomaly Detection

Ensuring data quality has become much harder because contemporary systems generate data at high volume, high velocity, and high variety. Ensuring d...
Posted on 23 December 2025 | 8:00 pm

Recent Linux Kernel Features Relevant to System Design

Every new version of the Linux kernel provides changes that have an immediate influence on hardware interaction, memory efficiency, system speed, a...
Posted on 22 December 2025 | 5:00 pm

Rethinking QA: From DevOps to Platform Engineering and SRE

The Wake-Up Call The software development landscape is undergoing a significant transformation, challenging traditional roles and requiring new ski...
Posted on 19 December 2025 | 7:00 pm

Engineering Smart Prefetch: Search With Foresight

Do you remember the hype for that final season of Game of Thrones? This was the only time I streamed a new episode within minutes of it being relea...
Posted on 17 December 2025 | 5:00 pm

Chaos Engineering for Architects: Designing Systems That Embrace Failure

The Architect's Dilemma: When Perfect Designs Meet Reality Our beautifully designed architecture diagrams are lies.  Not intentional ones, but lies...
Posted on 16 December 2025 | 12:00 pm

The Observability Gap: Why Your Monitoring Strategy Isn't Ready for What's Coming Next

Anyone who’s been to London knows the announcements at the Tube to “Mind the gap,” but what about the gap that’s developing in our monitoring and o...
Posted on 12 December 2025 | 3:00 pm

A Diagnostic Framework for Investigating Model Performance Degradation in Production

Your production model’s accuracy was 90% during launch. Six weeks later, user complaints and evaluations indicate an accuracy of 70%. What to do?  ...
Posted on 11 December 2025 | 4:00 pm

Mastering Fluent Bit: Top 3 Telemetry Pipeline Filters for Developers (Part 11)

This series is a general-purpose getting-started guide for those of us wanting to learn about the Cloud Native Computing Foundation (CNCF) projec...
Posted on 11 December 2025 | 2:00 pm

Mastering Fluent Bit: 3 Tips for Telemetry Pipeline Multiline Parsers for Developers (Part 10)

This series is a general-purpose getting-started guide for those of us wanting to learn about the Cloud Native Computing Foundation (CNCF) project ...
Posted on 10 December 2025 | 3:00 pm

Reproducibility as a Competitive Edge: Why Minimal Config Beats Complex Install Scripts

The Reproducibility Problem Software teams consistently underestimate reproducibility until builds fail inconsistently, environments drift, and ins...
Posted on 9 December 2025 | 6:00 pm

Mastering Fluent Bit: Top 3 Telemetry Pipeline Processors for Developers (Part 9)

This series is a general-purpose getting-started guide for those of us wanting to learn about the Cloud Native Computing Foundation (CNCF) project ...
Posted on 8 December 2025 | 6:00 pm

Designing a CPU-Efficient Redis Cluster Topology

Redis is a popular in-memory data store that has become an essential component of many modern applications. With its high performance, scalability,...
Posted on 5 December 2025 | 7:00 pm

Introducing the Ampere® Performance Toolkit to Optimize Software

Overview The use of practical tools to evaluate performance in consistent, predictable ways across various platform configurations is necessary to ...
Posted on 4 December 2025 | 6:00 pm

How to Use AI for Anomaly Detection

You usually need AI when your data is just too much, too fast, or too complex for static rules to handle. Think about it: rules work fine when patt...
Posted on 4 December 2025 | 2:00 pm

Building Green AI: Lessons in GPU Efficiency From the Trenches

The Real Problem With Modern Deep Learning Let’s be honest — we all love scaling. Bigger models, more GPUs, larger clusters. But here’s what we fou...
Posted on 3 December 2025 | 1:00 pm

Web App Load Testing Using Maven Plugins for Apache JMeter, and Analyzing the Results

In this article, we will walk you through how to conduct a load test and analyze the results using Java Maven technology. We'll covering everything...
Posted on 2 December 2025 | 9:00 pm

Not Just Crashes: Your Observability Stack for the Mobile App

Go beyond Crashlytics by adopting latency tracing, ANR root-cause analysis, and in-app telemetry to understand the end-user journey. If you are a m...
Posted on 1 December 2025 | 8:00 pm

Optimizing Trino Performance With Materialized Views in a Data Lake

In this article, I share how we improved the performance of our Trino-based data lake by using materialized views. Our service evolved from a dual-...
Posted on 27 November 2025 | 3:00 pm

Overview Of Observability As Code

Observability as Code  It is a practice where monitoring, logging, alerting, and observability configurations are defined, managed, and deployed us...
Posted on 26 November 2025 | 6:00 pm