Operations | Monitoring | ITSM | DevOps | Cloud

The latest News and Information on Monitoring for Websites, Applications, APIs, Infrastructure, and other technologies.

Monitor Karpenter with Datadog

In this series, we’ve explored Karpenter’s architecture, the key metrics that reflect its health and performance, and the vendor-agnostic tools for collecting and analyzing its telemetry data. In this final post, we’ll show you how Datadog helps you monitor and alert on Karpenter alongside your Kubernetes cluster and the infrastructure that runs it.

Tools for collecting metrics and logs from Karpenter

In the first two parts of this series, we explored how Karpenter’s architecture enables just-in-time provisioning and active node consolidation, and we identified the key Karpenter metrics you should track to keep your cluster performant and cost-efficient. In this post, we’ll look at vendor-agnostic tools you can use to capture these signals.

Key metrics for monitoring Karpenter

In Part 1 of this series, we explored how Karpenter’s architecture enables just-in-time provisioning and active node consolidation. Because Karpenter is constantly making infrastructure decisions based on real-time scheduling pressure, its metrics can give you early warning of provisioning slowdowns, cloud API throttling, and misconfigurations that prevent it from scaling the way you expect.

Understanding Karpenter architecture for Kubernetes autoscaling

Karpenter is a fast, flexible Kubernetes autoscaler designed to improve cluster performance and cost efficiency. When the cluster doesn’t have capacity to schedule a pod, Karpenter requests additional compute from the cloud provider, specifying a right-sized instance that matches the preferences you’ve set (for example, instance family).

Rising Demand for Elderly Care: Why Skilled Workers are in High Demand

People are living longer lives, a trend that brings both joy and new logistical challenges. Families now face difficult decisions about how to support aging loved ones. A growing need for professional assistance is reshaping the job market and household budgets. Finding the right balance between medical needs and personal comfort is a major goal for millions.

The hidden reason your reports don't match

There is a quiet moment that sometimes happens right before a meeting begins. The slides are ready. Dashboards are open. The numbers look neat on the screen. But the revenue doesn’t match last week’s number. A trend line suddenly looks different. Someone says, "That’s strange." And the conversation shifts. Instead of talking about strategy or growth, the room starts trying to figure out what happened to the data. Moments like this rarely happen because someone made a mistake.

Infrastructure Under Scrutiny: Turning Visibility into Cost Control

A practical discussion with infrastructure leaders on how visibility is shaping cost control, renewal planning, and financial accountability across hybrid environments. Runtime: 41:32 The conversation around infrastructure has shifted. IT teams are no longer measured only on uptime or performance.

Navigating Machine Data at Infinite Scale: Why the Modern Enterprise Demands a New Data Architecture

In the modern enterprise, data is no longer just a byproduct of business; it is the lifeblood. However, we have moved beyond the era of simple transactional data. We are now living in the age of machine data.

What is AI really going to bring to the table when it comes to migration?

Explore the real capabilities and limitations of AI in system and SIEM migrations. Learn where AI accelerates processes and where human review remains essential. Additional Resources: About Elastic Elastic, the Search AI Company, enables everyone to find the answers they need in real time, using all their data, at scale. Elastic’s solutions for search, observability, and security are built on the Elastic Search AI Platform — the development platform used by thousands of companies, including more than 50% of the Fortune 500.

Meet the new Cribl Search: Faster investigations with AI

Get a quick look at the new Cribl Search experience—built to help teams investigate faster, onboard data easily, and get answers from their logs without complex query languages. In this quick overview, we show how Cribl Search helps you move from raw data to insights in minutes: The result? Faster investigations, simpler workflows, and powerful AI-assisted analysis across your telemetry. Learn how the new Cribl Search makes exploring and analyzing data easier for everyone—from experienced analysts to teams just getting started.