Operations | Monitoring | ITSM | DevOps | Cloud

The latest News and Information on DevOps, CI/CD, Automation and related technologies.

Machine learning vs AI: Key differences and how they work together

Machine learning (ML) and artificial intelligence (AI) are often used interchangeably in tech discussions, yet they represent distinct concepts with important differences. While AI refers to the broader field of creating machines capable of intelligent behavior that mimics human capabilities, machine learning is a specific subset of AI focused on developing algorithms that allow computers to learn from and make predictions based on data.

Uplink | Episode 2: Data Center Boom: Navigating the Hottest Industry in the World

How did data centers become one of the hottest industries on the planet? DataBank CEO Raul Martynek joins us to break down the explosive growth of digital infrastructure—and what it really takes to scale in the AI era. The data center industry stands at the epicenter of today's technology revolution, experiencing what industry veterans call "the best market ever seen." In this revealing conversation with DataBank's CEO, we dive deep into the forces driving unprecedented growth in digital infrastructure and why this sector has become perhaps the hottest industry globally.

Going beyond MTTx and measuring "good" incident management

Going beyond MTTx and measuring “good” incident management We’ve chatted with hundreds of engineering teams, and a pattern keeps popping up: everyone’s tracking MTTX metrics—MTTR, MTTA, MTT-whatever—but when you ask, “Cool, so what are you doing with that?” …you get blank stares. And honestly, fair enough. Time-based metrics are easy.

Observability Pipeline: An Easy-to-Follow Guide for Engineers

You've got systems spitting out more logs, metrics, and traces than you can handle. Your monitoring costs are through the roof. And somehow, when something breaks at 3 AM, you still can't find the exact data you need. Sound familiar? Welcome to the observability pipeline conversation—no jargon, no fluff.

Announcing Densify's Latest Release: Smarter Kubernetes Automation, Built for the Enterprise

To coincide with KubeCon Europe 2025, we’re excited to announce the latest release of Densify’s Kubernetes optimization engine, Kubex, which delivers full-stack resource management and seamless automation resource optimization at enterprise scale. This release delivers the advanced controls enterprises have been asking for—without sacrificing the intelligence and precision that sets Densify apart.

CLI Tool for Monitoring for Key System Metrics - Here's How It Works!

At MetricFire, we’re always looking for ways to make monitoring more efficient and accessible. That’s why we’re excited to introduce the MetricFire HG-CLI, our new command-line tool designed to make setting up server monitoring faster and easier than ever. Just like our Hosted Graphite service, the HG-CLI is built on open-source flexibility while focusing on simplicity, eliminating the hassle of manual configurations and streamlining the onboarding process for teams of all sizes.

What is Application Security (AppSec)?

The cybersecurity world has changed. Thanks to spreading risk of cyber attacks, malware, ransomware, and the intensifying pressure of new cybersecurity regulations and sky-high penalties for leaks and breaches, robust Application Security (AppSec) is non-negotiable. In this blog, you’ll learn how you can meet these challenges head on, and secure your operations and systems by focusing on the most fundamental aspects of your security posture.

From Conflicts to Control: The Case for Virtual Clusters in Kubernetes

Managing multiple teams in Kubernetes can feel like juggling too many balls at once. Have you ever struggled with resource conflicts, security risks‌ or simply keeping everything running smoothly when everyone shares the same cluster? If so, you’re not alone. Let’s dive into how virtual clusters can transform this chaos into a well-orchestrated symphony.