Operations | Monitoring | ITSM | DevOps | Cloud

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

Observing Vercel AI SDK with OpenTelemetry + SigNoz

LLM-powered apps are growing fast, and frameworks like the Vercel AI SDK make it easy to build them. But with AI comes complexity. Latency issues, unpredictable outputs, and opaque failures can impact user experience. That’s why monitoring is essential. By using OpenTelemetry for standard instrumentation and SigNoz for observability, you can track performance, detect errors, and gain insights into your AI app’s behavior with minimal setup.

5 Assumptions CIOs Need to Rethink: Monitoring in the Age of Complexity

Today’s digital delivery models have fundamentally changed, yet many CIOs are still using monitoring strategies built for a world that no longer exists. With Internet dependencies, external APIs, SaaS platforms, CI/CD pipelines, and microservices dominating modern architectures, performance and reliability now hinge on systems IT teams don’t fully control. Traditional, reactive monitoring tools fail to provide visibility into the end-to-end experience. They alert you after the customer has already felt the pain.

Unifying Observability: Intelligence, Automation, and Insights in Action

As enterprise IT environments evolve into ever-greater complexity and scale, demands on operations teams are accelerating. In the traditional model, observability tools collect data, engineers manually correlate events, and remediation follows a ticketing trail. However, that approach no longer matches the speed and scale of today’s digital businesses. Even the most storied dashboards can’t address today’s operational needs.

Top 10 Status Page Examples: What We Like and What's Missing

A great status page does more than show uptime—it builds trust, communicates clearly during incidents, and empowers users to stay informed. Here are 10 standout examples of public status pages, with a quick breakdown of what they do well—and where there’s room for improvement.

Grafana 12.1 release: automated health checks for your Grafana instance, streamlined views in Grafana Alerting, visualization updates, and more

It’s official: Grafana 12.1 is here! The latest release delivers new features that simplify the management of Grafana instances, streamline how you manage alert rules (so you can find the alerts you need, when you need them), and more. Grafana 12.1: Download now! Below are just some of the highlights from the latest Grafana release. If you are looking for more details about all the changes in this release, refer to the changelog or the What’s New documentation.

OTel Weaver: Consistent Observability with Semantic Conventions

Deploying a new service shouldn’t break dashboards. But it happens, usually because metric names or labels aren’t consistent across teams. You end up with traces that don’t link, metrics that don’t align, and queries that take hours to debug, not because the system is complex, but because the telemetry is fragmented. OTel Weaver addresses this by enforcing OpenTelemetry semantic conventions at the source.

How Prometheus 3.0 Fixes Resource Attributes for OTel Metrics

When you export OpenTelemetry metrics to Prometheus, resource fields like service.name or deployment.environment don’t show up as metric labels. Prometheus drops them. To use them in queries, you’d have to join with target_info: This makes filtering and grouping more difficult than necessary. Prometheus 3.0 changes that. It supports resource attribute promotion—automatically converting OpenTelemetry resource fields into Prometheus labels.

How to Create a Runbook Template That Actually Gets Used

A runbook template is only valuable if your team actually uses it during incidents. Yet many organizations create elaborate documentation that sits untouched in wikis, gathering digital dust while engineers scramble through incidents without guidance. The difference between a runbook that gets used and one that doesn't comes down to practicality, accessibility, and continuous improvement. Let's explore how to create runbook templates that become essential tools rather than checkbox exercises.

How MSPs Can Offer DNS Monitoring as an Add-On Service

Most MSPs don’t advertise DNS monitoring as a service—but they should. Why? Because when DNS goes wrong, your client won’t blame their registrar or email provider. They’ll blame you. And the worst part? You probably didn’t know anything had changed until the problem reached your inbox.

Here's how you can monitor your site's SEO performance

SEO is in a weird place right now. About one in five LinkedIn posts in my feed currently claims that SEO is dead, or has been assimilated by LLMs. Do not be remiss, dearest reader, because even an LLM still uses search engines like Google and Bing for web crawling. In other words, SEO still matters, a lot. Additionally, it's never a bad idea to keep tabs your website's SEO performance.