Operations | Monitoring | ITSM | DevOps | Cloud

Every on-call engineer has lost an evening to some version of this. Something breaks; the fix is usually somewhere in the logs, and the logs are scattered everywhere: a dozen servers, a few containers, a couple of cloud services, none of them in one place. So, you SSH into one box, grep, get nothing, move to the next, and an hour later there are fifteen terminal tabs open and still no clear sequence of events. Log aggregation tools kill that scramble.

The new Advanced Pipeline Editor went live for all paid plans, we launched a public Blueprints library of ready-made pipeline patterns, we reworked plan pricing and raised the Free tier to 100 GB/day, and the source and processor catalog grew with an AWS Neuron source, an AWS CloudWatch metrics source, and a full set of XML processors. None of these are flashy on their own.

We’ve overhauled macOS monitoring in the latest Netdata release. Netdata already collects system metrics on Macs at per-second resolution; this release completes the picture with logs and hardware telemetry, areas that previously required users to run CLI tools like log show and powermetrics. The new collectors read this data through Apple’s own frameworks, allowing users to trace application and OS errors and catch hardware issues early.

Software systems are getting better at understanding themselves. The mix of richer telemetry, smarter pipelines, and agentic AI is shifting observability from a passive record of events into something more active and useful. That shift is what we mean by context engineering. We recently partnered with O’Reilly on a report by David Beale that introduces the discipline. Before you read it, here are five things worth knowing.

We’re delighted to share that Grafana Labs has been named a Leader in the Gartner Magic Quadrant for Observability Platforms for the third consecutive year. Notably, we’re also positioned furthest in “Completeness of Vision” for the second year in a row.

We are thrilled to announce that Datadog has been named a Leader in the 2026 Gartner Magic Quadrant for Observability Platforms, for the sixth consecutive year. We believe this recognition reflects our continued focus on helping customers observe, secure, and act on everything that matters across their technology stack. Datadog was positioned highest in Ability to Execute in the 2026 Gartner Magic Quadrant for Observability Platforms.

We recently wrapped up a large-scale, multi-month Kafka migration project. We used to run self-hosted Confluent Platform and ZooKeeper as clusters of AWS EC2 instances, and now all of our Kafka clusters run open-source Apache Kafka 4.1.1 running in KRaft mode and deployed to AWS EKS.

Your status page is a bridge to your customers. It’s where you show what you can do and prove that your product is more than just sales talk. Though easy to overlook, it provides an opportunity to showcase all that’s best about your services. The trick is how to do it well. Fortunately, there are many outstanding status pages that you can draw inspiration from. Once your ideas take shape, you're ready to present your vision to customers.

If you’ve copied the same icon font or the same LESS helper into two or three Icinga Web modules, you’ve hit the problem libraries exist to solve. This guide builds one from scratch: a small, self-contained icon and font pack that any number of modules can share, with no copy-pasting and no per-module registration step.